{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# OT for image color adaptation\n",
    "\n",
    "\n",
    "This example presents a way of transferring colors between two images\n",
    "with Optimal Transport as introduced in [6]\n",
    "\n",
    "[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014).\n",
    "Regularized discrete optimal transport.\n",
    "SIAM Journal on Imaging Sciences, 7(3), 1853-1882.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Authors: Remi Flamary <remi.flamary@unice.fr>\n",
    "#          Stanislas Chambon <stan.chambon@gmail.com>\n",
    "#\n",
    "# License: MIT License\n",
    "\n",
    "import numpy as np\n",
    "from scipy import ndimage\n",
    "import matplotlib.pylab as pl\n",
    "import ot\n",
    "\n",
    "\n",
    "r = np.random.RandomState(42)\n",
    "\n",
    "\n",
    "def im2mat(I):\n",
    "    \"\"\"Converts an image to matrix (one pixel per line)\"\"\"\n",
    "    return I.reshape((I.shape[0] * I.shape[1], I.shape[2]))\n",
    "\n",
    "\n",
    "def mat2im(X, shape):\n",
    "    \"\"\"Converts back a matrix to an image\"\"\"\n",
    "    return X.reshape(shape)\n",
    "\n",
    "\n",
    "def minmax(I):\n",
    "    return np.clip(I, 0, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate data\n",
    "-------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/rflamary/.local/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0.\n",
      "Use ``matplotlib.pyplot.imread`` instead.\n",
      "  \n",
      "/home/rflamary/.local/lib/python3.6/site-packages/ipykernel_launcher.py:3: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0.\n",
      "Use ``matplotlib.pyplot.imread`` instead.\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "# Loading images\n",
    "I1 = ndimage.imread('../data/ocean_day.jpg').astype(np.float64) / 256\n",
    "I2 = ndimage.imread('../data/ocean_sunset.jpg').astype(np.float64) / 256\n",
    "\n",
    "X1 = im2mat(I1)\n",
    "X2 = im2mat(I2)\n",
    "\n",
    "# training samples\n",
    "nb = 1000\n",
    "idx1 = r.randint(X1.shape[0], size=(nb,))\n",
    "idx2 = r.randint(X2.shape[0], size=(nb,))\n",
    "\n",
    "Xs = X1[idx1, :]\n",
    "Xt = X2[idx2, :]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot original image\n",
    "-------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Image 2')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(1, figsize=(6.4, 3))\n",
    "\n",
    "pl.subplot(1, 2, 1)\n",
    "pl.imshow(I1)\n",
    "pl.axis('off')\n",
    "pl.title('Image 1')\n",
    "\n",
    "pl.subplot(1, 2, 2)\n",
    "pl.imshow(I2)\n",
    "pl.axis('off')\n",
    "pl.title('Image 2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scatter plot of colors\n",
    "----------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(2, figsize=(6.4, 3))\n",
    "\n",
    "pl.subplot(1, 2, 1)\n",
    "pl.scatter(Xs[:, 0], Xs[:, 2], c=Xs)\n",
    "pl.axis([0, 1, 0, 1])\n",
    "pl.xlabel('Red')\n",
    "pl.ylabel('Blue')\n",
    "pl.title('Image 1')\n",
    "\n",
    "pl.subplot(1, 2, 2)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 2], c=Xt)\n",
    "pl.axis([0, 1, 0, 1])\n",
    "pl.xlabel('Red')\n",
    "pl.ylabel('Blue')\n",
    "pl.title('Image 2')\n",
    "pl.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instantiate the different transport algorithms and fit them\n",
    "-----------------------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# EMDTransport\n",
    "ot_emd = ot.da.EMDTransport()\n",
    "ot_emd.fit(Xs=Xs, Xt=Xt)\n",
    "\n",
    "# SinkhornTransport\n",
    "ot_sinkhorn = ot.da.SinkhornTransport(reg_e=1e-1)\n",
    "ot_sinkhorn.fit(Xs=Xs, Xt=Xt)\n",
    "\n",
    "# prediction between images (using out of sample prediction as in [6])\n",
    "transp_Xs_emd = ot_emd.transform(Xs=X1)\n",
    "transp_Xt_emd = ot_emd.inverse_transform(Xt=X2)\n",
    "\n",
    "transp_Xs_sinkhorn = ot_sinkhorn.transform(Xs=X1)\n",
    "transp_Xt_sinkhorn = ot_sinkhorn.inverse_transform(Xt=X2)\n",
    "\n",
    "I1t = minmax(mat2im(transp_Xs_emd, I1.shape))\n",
    "I2t = minmax(mat2im(transp_Xt_emd, I2.shape))\n",
    "\n",
    "I1te = minmax(mat2im(transp_Xs_sinkhorn, I1.shape))\n",
    "I2te = minmax(mat2im(transp_Xt_sinkhorn, I2.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot new images\n",
    "---------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jo2rAUQFJH9iPHHc+rry3UY67zIurPLA+33DY8OmTnpkKa4NbpROuJLLOcBgSZsYti/zTI+95v3AUOIzwPZcbbljgQOAfv+73+wtXAs/dSDx40HIs3jY7zOhsw5OLnh7jlu3SKiw3Kyj6HlR5cg8+c6bc2Pg9L7WBG73Q3CdeBFYpFxMncWVyfPzTjw0gaJy0EYYx3mFCZSh0nDitni2T38dyQxm5lcIuV7TFlGlhqI8NpZW/ZTr+FMgj9S8HDM7EMACOYEIWgwqIyieWeQdA6xjvEGoADK65/v6zZUQKsDEZznLWRxwk4XPa0F617cbqELQAEK2g0U8WEVIFoIUKy5N5VWpNHL34M1GYe/M54Hb2StXZI03+rNmEIJn6EkXVQSYZK5aFJHLhnb1duSsAjog4c2Bu2shTeq0ob3RCq7AXhg7mJkff/oLMAY8TngOKziKIKKnQYQPVhtCJ0ZqzJr06YImiA/VWh5cKEsTqiy+EkzgwasyVDyBHRVIuNKP685gVWk6HlclajJBHs1LtVGnS202cspPYIGYYCbHgQKnAbQ0BSYaGCGZkgqN0SxcGihxw0EYZRFRAg4MnFa8LdXUg4+pkACneeaV0ZCRjWQgayCSsvrfCAiUb35ebsJyG7cwQcdWzbGSMrEKS6M8qAM5iRQvk6CaYFmfD7nVpVenDHhsTHghLbqQdAK405xxtGlJouKY9PYkggdeTsN/6y/juw4ZZrMcjn+oO+cDiFp/uL5Ery2iBh3XD79plCPAwG16m5Rv1hE/YPt8ajnh9E/iduCDkwB8/CHyGliftnMvBJ+tnxcHKU3nDc9ryYL/hG/cWXJaezzR7PJPPOS0j9LEtaEm8Glueyhve6OdsEJoIKwvsllHmZ443fGQXmlgOFOD0cj8b2ubTq3O+YWeHB8Kc6xa5NEvMbcaH92rvgI9cOSB1p4Rmj2vB+Odnp/xLu3usWPPSpueR1oGQt8bG69hldpuWtO54YmYkIpcVvvmS8OLKzzxovGN++qTnoweRT594ner3h5rE85vAR3bnfPL8nL3Skb//gYZ/crPjuRuJvvWB/iA2vLgUDhbGz7we+djGtx66MoMz3fALqwZbBJre0Aag55ldISSB6Au9r9kb2ex7XSqM8FX/RSCRRdCyMeJo0pcLphgZUIZf5WB21ImRZikwpfwk4noQ8cVixoGSWweAiUmltvXISDApSwhlOq4VH81gF59HJkf6wnZfhEXwRWAAfGE/gJdxIQ4+pjKY+YupTdycZ4zsz7TU8XsBY1ToZxWnjM9eb091+RgX6L5OlsK41icWzBhYnPpeKojLVlfQzvD7XGxlDpFxUY04KxfLwndy3zshdwXAUVV662kJbvKpE74wAJleRtthfQFVxvO9QVW0+HLoF51z4W8bWZSMMxhkZxNUR6zeiRHFV5ZSVnlqfrwqVl/MNQApZ4JUMJDA9ML9K/BqCltRpS+AZ1pfw+jFaIf1hZBUCOagYNqGadI2tS2YKLGfN/5VQZtfO363AiQtXTQ+396GqkquwG7Ss2r71YMVsImVe6U0tEGSkQUTETo1ZuiwQlFxuDre/94HODsNrLuOazGQcuBS8EmYHAqQ2fDJdMDXhVMALoUNoTCIFdzU45IDl0o7P2qVYE7IrOPh9XjPh8tE/81ywrNpwYsx8Fi7glXDixJ41DZcK34pn7B9HmvPvKR1y6OWeLTp+YTt83p5z8/KDk+F8/I98HToUQvsNmukb9mdKMRZUYDv2WvZ6KhTn2tmPNR5vXadTuWJS4f886Mj/sTBnDYZX7cb+aXTJd8+C7yS5sO1jy0CL/dAFD64v3BmMF8cPAE+utsM3z+zGY/V70+2cJyUZ9rA5zaJqXxg/+Lw+JH9OddvdNzKPfPJ8X9ys+Nfudzw3Mqf7XfP/d89Cew2Acj8+qa0x8b4zktex4PY8L/fyvyVKyvMEq/1ezypK9aDaTvdF4AeCtAQGXz86til1Smm+PANpiuVAXFcGHYK81CHnNvB0oXmqqwF1Q9wND9VN4U6qiYgTBeW5ZfEyALVBdp4fQViNkzskwKGe09/yJPypugiyXQylsEHZ3ptmbKGsVImjXPh3tPnKAtaURm+a2Fd3BhwEWjdrm0V4N2Osy+ATi7+rlpMYRMoN74n99dxE1/yZymsksuE3rsDclcAnFR8QKrL7PDegwxKGwg4t6lueqk2vuJX4+jPf89mhFBot5QQCahlrLAQg9eYBqfGSKgGMG/0EHwCybippM02+JllBSF4ner9zVAxV0pVhOQKgGIETPPEIU7RYutNyOisTNE31cJVFRGhyaNdEwsE8RWIFbulmdGpFgoWVEKpfTF1lQZN+AogSzUXZ3qMkBWTRB8g2ugXJFGRbAT8WGIEYHWgGXFMcNpTsiP4nEdzY11tYPR5dPb2BnVqF/PBLeB2WZNANLfqqlQ1zXeUvny35PXkzEQ3WryBarl02vvDds6NIFzpheOgXE3wRoCrabT9n0ThAev4fGj5MGecm3KeAkmEZ3LiNML11BJbn81f6+ZczzOuzE54nI5+3RIwBzrA7212uCyZJ+jZbJwFWWlgbonnbc4lEnPJrFD22hXrVUtWeITEhsiBJF5M++xIGvT9TAJf0zgQ+kKaI0l5tPz9+Rx4Oe7QmPF6aQkBvutgjuGg5yy1PH2w4CDcIqTMWRI2CD97y/jGPV/yXYuB82zMmI2mNeC3Ts54fB55dTMjKTzQrDmYKSsVXtr0vATstZHWZnxms0akQazjz12ZYQKf2QiXyxrpa/fhKAU+dlj6lEYuBaMT4yMz+OT5ij1RdtqGk3XmwdmMV9drnn0j8zU747v/vXNYnUcok/n3Xg0s4x4m8LgtyUyCEe4wXf9uipW+PTI05XgxLQ3uBVLtJJWhKBN7+UmoY794MIJJ8Tmsk75dYL2kMA9qY7k+LNUFpH+PjAtPr9M4JsswXkI2d6S1Ou4V1uOCXxEjKMsmiORhVrvwPidAZ2CHSjnBfPaoi0ejzEfDJf7DxaW+Myeh8CBeZykL59EA5g42uG9kebhCHmF5LHOEJBfbsx50UmaK1rxBHNxMrxrZNm+j0njF8uIsUKW57kMTVQUUgxJLdcQtJiVqwxYW5QJjM0GZUxOUAGbEGEkZsrhZR7JgdeLX6tRUfWVkMJ14OUUHVYaO6R7v5qjdAPJgf4wxOntRJ/siZubBAoVRyuV+005mxSRWfVymK4UcIOTRJupOYQFMSAFizsVCmi8AONHiEFYUJlZwU1YvZkoUoQ+GWpy0dQZxZ2rTRCqgLCCkWMBk0cc+QEzjcxbXPgeXqgSx2wKnZHDyExEIIGbuAFdWRVnEHZRrXypfNITBEfBeltAmToiDvj+RE89r4Eo/6sy5KfMOzoFFf/HfOjBeKb4mV5P3nR0ybQNvpIbPph32tGMhsOx80p9rx0PAWefgZbdMopS/L0tmibAQG8yNly2xBB4KGz6f5sR2w7yAn0tN4kYKZISFQlv0rms6cgE/czK/Zzvl/hk087zNWaE8KB2r4ouwV0CWrRvWEt13AeOpZs3rGXYscDPNeKmJvD+f8S17h7RhjZlQCBMOmsyzMuPB3gHdN+3v8EbvZrAW44gZX7PT8nNHS75+bw8AkTV77YaEO1KvMzy/aXl8tuL9rfGLZ5lH2sj72oCY8Qvnme/c8f77WhKOcuKJRnhwNuO5LvCUOrip0jXKS5vEI+WcB2ew7Dr+whUpJi3haRWiGsez0k4bt43NpGHNF0dh3YuiE/DuGKZ4404mUzG58HdlarApIPJ/K+gBI4gDCZ9WZRy3iwgjixxugwTjtIyb7GEM6KiT+FArCFqYILvIHvkYL0NQx0hEjZP9UCYXy/Tnki+6rxXbjxXgNiz8TRg4D5m0E+5IPJqjvI3quK/DfFpuUIJybGLu8wX7OKfWSLbB33to2Ak7o/JFTJAzUGPrujlsBDN1kTZ9JgAJTlDcKbkrAM4UFXqD68W3z20KOwABt9e5D5dPrZYr+KlsjjtWZbPBkWm4XtxVPFYm5DYUXqpU7I/OflTPezNDg0zqU16MyABUBkWWQAgjkJGp6ayAkkqt+4rCBrBW4buIjH4wVmzZWlYeJWQ7T8xopoLhEQa5mAWqmQNLbhqygFkq9H75SQpDNfRs54XcAdtLEDMsGORiLa2hmVQmJpT7lQLNQDJBG9z7YZScM6JF8Sf+SO4cDU12YFMjw6Lephj3oDyRHRFez5GHtOd6bpllOJueNHnMqb6/kudcCxsixjmBGmwdLJOKT8iDTeIkw2lquKI9e0E4zbAmEEPmIYXTDK+llmvVPFZkAewrvNa1vLfZ0CfX6etpxuXYQ45cbjOnOXIjBxC4oj3LHFiWuiy6FgIsEVYo84H/FB7SNddTy5zMQmCF8KQuuV4Zo+KMeSjGA2HD82nOgSR+z3aYx8xjtuGmzNgPmZsyA4HdDGcRGks82sPLYQHAo7ij7x4dz7HDwynRseHxy4e0xTSWU2AucFQXAXEGGW6gLAh80y5oSPQxk3rlwzuRVfTn2Y/GAykMY8b7W6ciXk/KYUhc21mg2fiGEe9wfbXiofmMlzbQt8bTNTJMha6Hq/05qg3HoWWeNizuIF3/rkrRTbFcwA2M06aLfRmdr8umalIaIpQq6KkMRAUIMPqFlH+DVPbmi1mPer7URWa9PxOyecKkMHGRGMd4IUhhc7iN9SiskkzLvY1pqmP8wEDJAA0ucDUVAI2VKuzH4L4xvWcxqZXyxsg1G5FdOdv5gOpWwThu45FrY6h4JSLGOXvaQO5HJRPTnJTn/GK/H8q8XOc2UgYCqnduEXtXABxK1JDgk7bKmONlqkBkQdTj7a2G9JUIHcSBjqmv/EMOzsQVxfZJdFS9qqIOBEpemcoeTHpGNRhpWSEMuQH85mQxNDnKVhG6ktNl2gkGGWzKtZOKq4RUu2jxPxLFxDyXTMkL5KpWHNBU0WxDhBJUYFKr5eVn0cJGVpNb+d0NXIiU8EgKjVqoX8hjHoVyb7HRTlo7g0ntQJ5vR2UMv6x5cQJS3kMcBgcvdwIOhSEfRu2IdS1n6uC1KSZKkTHC7F6VV81nPBG4tcjMJbE+K07X5Zx2pyOsWvJ8Q+4iL6zc6+Px+YrTLjBvMrspcz033LDIe0PHrSzsNYk2ZeaN8qo1XG6NHmNemu20i9zKniOmp+PV3HJFO6q+P6Qd13PD080GA05EuaQGJHqUGxYgd7yWZjzdrPn9rmEhAiGzuP1Bk990ERLLFFhbw/WyaL+iPTdyZE7mWCKmwjO64nNpzqK0wvU8YyUOkFqDY5TLksEynTAApxCFfTNOJECEg2L6OykT6L41vMc6Hm2cJXrZdtgNa65p4sVuhzasuUx2NhGwAG0O3CxA/SqJl893AXh454zUK8+vGh6ICWJmlmAd4IWV8vg88wDGuqRwWMzKOFX0/T2yGHIb7bQtr2Yvv82JlAOnzZxDW3O5Py/6fn8AnGE0lDL2qAwT/DjPl/Fx+Mv/VlFsctY4+V8s24f6CYAp/1SmR4YJt/rSjNBh8DucXFfH8SGHS7lHb57RaVrXL37e8bmsrNynmIsyLlamUifnjpFiDMEuw9xRy5dJZGotfHLPyvlo+XnIWVYX6YxgaGJtu8gk3FZ2prhUMCEDKlbS6RxR3tt0jrXJG5s8XzXDSk36Y90d1fm7IgZRCmzUkg+nMiHOagREgitlUIccIsTgH0fO4ypIVX3SL99lKMejo8Bf1PTeHsUlzhwFV55Q7IMmHvuP+kdEhu/VIz/Xe1J8cEQ9R40qEkK5ptQnBEQU1YAEj+5yY/JYXxjrXH9jOF7slqW8+gzu+1OeT4AwPnuDDu3pgMPbwjQ4YCvtTGlbHdpdhl5Q211E6KIfF1W/rgloYCi7PoeqXqhLwoYyNHqkl5v/xNuivE9VxbShjZHQRPewF3FmKd855X+3pN3paHY6Zrv9oO/NTufHG6NpjJPzmZvrukiTlacOznjq4IwmK+8pE/tGIpeDMRejD5nLwWiyIjnQZOWZ6AzG9XU73HsB7DWJLmTOciBozwLhPWT2msRZ8PLXWVlnZa9JrLM6uMmRK5J4Nbc8ErxsVdhTYd5kepQGZU+hR7jWOCjaU+Fak9lAz/aVAAAgAElEQVSLaxYhc0okBP99ETwJw5kFjnPklOhx6SGztgaxwCIkNuImNICFwJWQ2Jg/1wYjFnPYnMyHwhJEmJM5wOgEogrP25yXGuUKPT0NL+c5GjKPxI6ehmuaeKA4Wq8lsBuM3WB8SvYIahw0mfNuQRMjD8+M3cYIMbMp+vnUXs95r/QzByYvrMY+c40OVFjMMp9fZXbm5dNmFq1xkudcCpkWAfr7St9dSgB0ASeeGK4u26YTN9RVTlAluKPNsOBCbBgOqzmqHvPz/LSpmaOMnFQ2ocRz+jhX7ly/T/9zpn4CFkodgozj6fhvqXbFA8O8MwV3UwbDmXixL0IU4+KO0Y1hmMcqaBicpP3cWMf4yTWTNGkFNI2Le50+51Dm+Bw1DHyos/jsIgUxVRcDZ+2lOFuP7JeP41IosBrpXBbVJfIZM6KZEwrJ3hGdvysYnPqidIB2k1V6dfYqTM3wosvqSkqeF8syIEnNXDADVcQfCsPjil5RZjkBQI3GPGonidcomIdXV9cPBXqgleAh7BNkLRo8EiBIcZwu9Gk9zkX/WkE8ad6AWK0oCyDuX9PgLFFlrKqZ2sf68bqEMzfVvGSYu+lkLasQj+yyDDUrst82gBWnOUqnGpLxeXRVECWrA6eFKWJ9YX5KFgXz7pKLZbHqZzBAsr8fFaLEYmdOF95lLM+lyIXsz8ncfhysQUJNHHXv+yRUfd89D5ztJNr1qO99eRHXYqI3pclKlIysRofxGzbj1sZ4NPac9Q2Pxs6zwBZJQTjrZlyKa6LBZQKvbpw1ejT2rtDAjigPxg1Lgc9tZrCB90rHDWu5VVZhj+bMK6a8N/S0WdgNxrkZ82DMEsyK39T1dctjTc8qKfMMC4QZPY+EjnVRiAWwhHJMCU1PnyOX1OjpOSLwQVuTNbEmQFzzWmrpkQEIuRgvpQWXGw8Tu9XPgI690PFG2qHfJNqYuRISr/QLDnXDw2HFy2kGXcvaIp24iWolgef7HUSEl/OcZB5Nc6zKDW34uNzkWk68onMoJq99y5zQsMwByeOi9xF6DpvMEd7Pn9lV2hTpYsKy8UDy+j40A7OEWhj0/UrYkMhEC8y6nYHlTWF5J1TuXZdhjJ/4pFQZmJrKLhSmYZhjiwm7go2Cf0YwNN5lyO+lMjJEU0JAxH1RzEYQ5IldbXK+kQyaMqZNikdRUs6IQs41capH7laWYpqRGKb52crzDnjHF4CeAgWMPOS4qc841fkx71p1GGZkncoMU5P8DeBjuK0NijoEdRQdc9+hOrcoESWZRzgNedgobVTacDBiCCCZbFqCRPz5jTpeU+b20a9PyrNSWDzlouvIYP66A3JXABzEnWo7MaJ5xgKoNkEZ8qpYQYSCgxpVpe97QghOqlgxIYm/xJR8Ao61g5RyNJv7dZQIpIo6Ys5uxy3h4o0oOQi579FYtoaQQBDocvYOaUYKUrJAGqGY20LOJQIIR9YGOXg+H/rMqoE2gQUlpxpWrgPwqp2vL4oeNJYMw95kNnE1l6Kgg5gfG5QYoSEMGTNFpICQkg/oYnwkFmyMyDLfJiGat+kGQzRCTmjNLmGC6ugkXeueSQQ8kZlaGdwELEdCzqxnSugTFGbJa8RQ74S5A3rpm4qheneo7NuRdu36/pLNeHDdQclfYyZEyUQcRJ/1LV2EA+s5JnIQMrfWymGbeDgbc0lYo8yysZLIeUmod7Vd0kVYh4bjpDzQrLlibho767xMgAebJb0FTrsZkPhjdBxr4Gaf2YuB05w5yjP2AzybhcvAKgkb9W1APmcN+0E5yoHHmg0v9g2Pxp4EzDGu97s8JiuSwadC5L2SWPYzXreex5pEzEpTwsPPykzyWQlczcq+Zq5qT1OGyOU4UnNJoWcz+B91YlwKnsTzUlxjWXgqJT7FnEaAkHmZBoJxq5/xcDFVAaz7lk4zD0jZBkJ7PtfPOMS4Ymv+n7zDQuDxdskL/Q6Px3Oe73Z4olmWd2b0pe5HkrmEcIlAQ2KfDgROO+Ugr3l+dsjlvHJ9N7eHXdR3OHCnwUHfe5uEYN3jIuJjiS/oijHDCo8g1S9yfM+5AJWU3WTurpnTSVsuZB/2uJQ6sXquNMuD94efV+9cJvlQAEJOPp+4O4ISBPpqOhrGH4YQZ8zZy7HKNtRLRJDseunJ+aWkzrjotpCLY24qj+QRrhP/ngvz/GhuYrhdYUcKiIoUX1+pIKIs5hnz50xeRgk+caYll7YAHNwUqmkwM5mhosV3yEYriLm5MZRXWkGnZLBQwF22gV0aHmGYmwzai2O86J1bxN4VJiqCQnCzEEHpQ6APgaRgsYQNR0VDJJoTbErJ06JjBJaH1MmYHDBGLCp9UBYSiQg7BIhufrGohBDIQTyLbwjQqAOWEJCgBBGapkHVz43F7CIxuCmmiTQaHJ2q53ExAQlugpFQVmnl+ZIZ1gT/Ls5yaAzFn0WGf6MqcfCv8bJrpmUroC8JzAlYqGa50TSkMSAhDOa60RRUTGjF1CVBnV6kdDJ1oNVDyYxcTUbFR2hg0kr2ZXEzl2nA8HxAMbjZyppAbgIhCLN5Q9u2hBAI84i0kbmp53TREnZf2lxjIIRAI97mJg46k0C6D/KCbCyiAtdmazYEXs0LXs0LXusXrKXh3CJraVi0xntkhaAc0HPSKyl4XhdT4dwimHCuEQuZxbxj08Ar7PB0XnPQ97w3rdho42xiEHaaxFHbst90rGlJqmxi4OGQyQ3saeLRxvd7ejgaD4c1HZHdoCxiTxOVJwK8kWfsEFhJKGkFlB3CsJK7ZS2HoePVPOM8BPaZ8YUUuRZX7MXAWdcySx7RFTGeanqeanxge8MCbYZn05xDMm9Y4HIw3rDI1+Y1LyU3zZ1bYIEzQvuF7byqPXmeyPOEibEXN+yplA/sxQ2LDAszFmY83q5YhMyLeUEWeJmGKyERxLhJYBEzS3MT7Qb31usEXkruKfT5GGkj3NDIrTZiAS5pYr9xJtd21iyazOlB5MrsjECDiW+hYTtr0s6KvLvGdtY0RFaNJ+e82Xj/bu6OEfrti5TFZzG5Z/NPZaQra6FlbK+J7mxI2OJSt2gwY0gr4ZO40Ir7Ac7Ax7cCeLQCErdjIVLybw2WAx+ztCy0SmaL0YwjUpyU/XsvNph8KlNS2RaBIWBFGTcvGHKyTViMoEIoK1ODwR90NPX4Ur8ZAmeGphwBXzWROQ9Snk+qXamYmCo946Kl7qnMmfWeUBP3VZA4/ju2f8lnVFwbLIBJQAK0QWnF05Vo8JxHTS4Ld6WkexnNaAFv11C2UtLOvE465q56u3JXLIe9QT053GZIEufRM9GcJrQCXix6Cn9nH9wBLZY9j8SgM4+KEmTYikFF2WhmZkqv+TZ/EKciGxM2VSFg8B9xZ12GUOskDC88KQPzYBhNMS+FEMr2CaWrFoCQCk0n2QnGoDqExSf3vUPLRmZ1x6vpdF59lMTc5LNIymnMLLIOJrCLIP3iikEmnwsH47iiqls3iMgQfVa521AZMPU9oQLqkVTVFwghBEVLjgrtMxYUcvJM0blsn2FjCHjdogKgI9MUPynLHnZvZrQSEEkMG2Dd4yLiKckbg5fzjKb4fRy0iX1LnEShbotxJoGT3vOmGEYjict9x81ZAIVbfeAgdOzmzKwHmo6DnHl9plzbGBtVTBOnuWFXN5jBY3bG1U3mRnQWYdn4ezwR9985JgyOuqfSEAu7cSSRw0nM/+Os+AIz9puOo77hoOkRExZ95qDNHOVIHyO9ee33VJkl2I+JG3HGizhj8lo/5zFxVuVStZUK7KnyKjMuZQdM32Br/llc8PWpY1XOncdxtTcPhqTR3DfDHZ9nE7PmgoZe3TwGQCrAp12zyLCjPRsiCxJ7IfNaF7gSej6b51wNfs2VkIb3uJMCh9JxcxceOc++bxpg8zV5OfeVKkouTuJHBA5qOP1t+j7rBWjJJhz2nksr3Qf6DtWU4v4X0w1/pYytRh3jccBTx/jC+AyTu42bSUq5nuz+LL24v2HSXKz9MgQsaGEZUhngNVXTlJc7NZxN8+A4RpqwGF6LMSikPBuMgSJWAE+tO96dnfUozEsFMPUpq9Q9uyoT0gLrYDSMpquLDXvboQGQTI8WO9BF+sfHa6kR3nYhGs3HKLsQDFL/DVSgmAk25jbKQNKM9viCfLCJjTW5XedpKogzpE0ES0Nwwp2QuwLghBAIJj5pBqU1I0mgsZLqWoRNTjRBsWQFPVanEadBJPnE2yQb0PlGXZETCUJgkw3V4GDKKuBwdmiVMzH5SiAKbMSYSaDLyXcVL7bj2mGi+UafQzi1BrqCUFNJoKQiZHGnIBP3nbSgJBKhsBZacphExG3NORM0TPazsiFiL5qvHkiu8DkKbXafC8o2C1JAyKCQjDkgmjTunTKEWpZ3kCsgrKMNMGReKCsrEyv7VUGkmroMKUrbFZ+ClFMBOdHtyiH6/lQahtR2U6X3wc9XWcmts8SyeqnJHPusNBIIcXLhPSp77YZFSpwHuCRLLlt2P5Me1rOefRFe3OzwQLNkkwNX49nwPme9cj4HybAfemcs8fHr87szHtqsOYq+58t5U+z7puxLx0lJtHbaNCTpiNnZgkftjBfCHh/sj3nRWt6jK05K/1JALHCgGxJKKgBnp028IcpuTpyk1gfkkDmyOTlmMolDIOmSW92CVhPHzYxHujUiwtWw8X3GSki1mYOpTYbjpmXTwSUStwhssvAeVhw3kas5cNTAaQoQnDla9pG+jImPsOZFdX+jp3Xt7NIknH5eTGIvbma8VzrAsAIwq0GhpWc3GB3CY03PmoaHSOxKx4m1SM48rRueZ85C4JYFnjjvqZv0Lnc7Zmclpmzj0VdTfa8RjmG1S5qdI+sdZHbO8nCNmTFfKau5sXc8vy/0HXzhJiUnua/cfVsdBx0+BvjYJ55sThjGeE9Ip/6vKiFZyRNT8rdocWowNysNzrRl3LRCZvRWhzcZ7ht8hPKJPTO5drJfX3kF1bQ/RB1JNRJVloTBBybJxJRlNoZOU809DqKssDWDiaYuKmudxLcvqgv8gnsKWCzjsw5rUOIA2i7EnZX7jmCtTgTTc8YIWD8e6hiPm/yCRJIl6mJraFjJaK6bpWp18RvbDc+FVqOaUzIsuPUiJC39wbAUkXhnx/i7BOAI6+R+LFGFdYk/MxOiuq9MkOD0WVnV19CzOo2HUMJsW7f5ZRXaoo0dvs9SLps/ehQSg8+LmHvGp2hlc7u6pSW0IQ7+PiF7iKBI3WCsKphgRDT7hgfu3OtOWYIVVoayo6eh0ZmphLEJXnbdqFPEgVO1z6po6ZQOTqIoKQoUpsdEBpZLyoqlCWHYdbtTB1Y5Z9/8smwjEULAUh72Z4nilGVIjvazeAdSc3YtaCjK7Si/Pr8AaKQrg5Ka7wwbgp/vmXO8njlDIwx7TzUZssbSftCUtq17fAUcrGUApWziefsS5t4TTcLLtuCQNQtN3CzrwlOJHGbjPAh7IbHKLZoDKXqm6nNpOGQNKAcG9JHUQJMzt6Ly1NqdWFdi7HVwLDM0rmnouR5mLKzjVBoO0xoEzmLDQ33PaTCe5JizCI+lNaceUMflzs00TZtIvdKEni5FztvAKu0xyysQaNoNm74hm7LLhoOc+YLs0DYdbYLDdslBzuzmDb/THHBVlszTyIL0IfFSPwdzE9KBdYgGDOFAO06kRRSOchx2st8Lqfg6CNfaNSdlKPtU3OexfslxF9EAN7oZD+qaNhrawSrCUTfja9SB0DXWmASO+pbDuEEsuI9eSUkBsCCTNZFSw0x7NiHyikV2ZYMa3MwNnTSczzseKnmFlrsbXj055GldkTFuSsMD1rMvxmqvJwN7OSHLOZCRzZwZ6YK+nx2u2D2abgpx70rA6LKPuRrKhrwwgIIaDl1Tfoy7qBeH1TwJlx5oBh18D1OuQOK2RHFaXHLLwtQdkMfkdRXsZAMp5+bJuUAx8ziYHpPU2bCpgH/MN4ocbitDNcc8xqW4AmqGvfsKSGNy7WCislrn0XwFlLxnpYUyo+NvnRdFho03q0OyVqdef4ABvGltF8Yy3d/ImTMp0VWp7IiuBUgGdfCpplRve8OGHccpdah+RZbdgV9K9kBxixqWS5sqkOROEjh3B8BZm9EEIZmj2ra+7epsJ4pYLg7BOlBf0ZzFoDTQ8GLLZG3iPiG52mOh7PYgF0xLlHO1dBr3SfHJv1MHXmZGUohZS74c1x6pdTRzz3oBtUiuvjhkenAlgKJNzjKJGiF7ORYimEeKKAyOzxXcDDF/2YZw92nooG9WJ3SSB9NdL0ZIZd+PKIMjHWYsSTQiNKZ0JXOtmHl4e3EoC1gxIelkf6npGJPdzCaCFNRtZsSSxzyKm+oyQiuBXrPnDUJoMVKrzHq/Z08mEr0Dlw04YxbQwDr1JVx0dHq7l+W4gUvdhnOJBMtcLlafDUZHpEnCDh2Cs5BHjbMAT67OeKNdsFh3bIAVgT5ErnVnvNwsMDnjpfkup9KybHyinS1hvYhcWzsw2su+9eDRYkablmwkcBYOubw+4qzNfK49ZN82xLTkZiNc7hLHXcvJDA5TD01mYZloHYvc07cdfdpjQaaXOZum44zAYqPQz0jACuNcQJqehze+TUPnHjwghmRltzgW7lvmbGBMvbu8R918tVvAw6Kcs5szL8u8+KglXtQ9HuvOEc1IA8scWMQeMjybd5hr4oluyRsBTsTZRhXPxL0IiUXyiW8ThZXlYjKCdRCcszTaXpmJsQhlQDdjvwChh5fGWZxz1AqPnBuHseN8Z8P8LHJNNiQ1dnLiyrrjVp5xSTfcynC5WbKkZdb5Ex/vJGbLwqDFi4kY71XpyhBWE96GmjiujPVassEXPmVkFmresYm1QwAprLUV5sXPLaPDYL4qY7yN5qCBeZExt80ArnDAo5PMvtVc4/OQDWUMZqsyb7ghcmS8oYCoCSM+UErjKf59wsBMHtt/M2eVqslKKZvIVtBgDhhqHrepz8wGI5oMvkC1vFp41X8f421CGDACH3DH3wkIMzP3asDK9Zlsxcm5gjOEKEYuWR8kCFqSump2cJfxNX8ISkrjIj7cQdLyrgA4OxJZk2kCdMl9PcAboW5qhqhP4upAyKRQXiUiatw5vBwv56pCyDb4emhwgFRArDu1lg0ghYBv3wAk93lRcEfaogDe+uNWA7nY2EOhBj17r5tzfFsHp2OlfDe5kIVn2G/Le0rJ80MeNqVLCFjyNkmZFGUAc8Pmnuoo28xXNBXdt9mdwHLOxfFr3LuqFdDgjsdkj2SKVrZLUE8FWDegM1ViAXl1E9JMGuE+vjKrpjHJHhGXrYJTI4vTy41MbNZmJHHKE4QuZaKOA8UqmG8DURydszL4Jt3Lcq1XjnNgT3tORQfA2uEJLEWEnpYFiWAZ2XR0UThuZyy6jmXcY8fOWWAsGzjOM9qcEY1YA4+dnnC009J2xiIYljPLpmHRdfSzwJJd2rwk5V36ZgOzFaxBZcbVtGLRG6eySxdaNnLEeh5pgYTSqZJtzpX+lOVMCcxAjFuLGTsZ1qllP645sBW3wg5NOGW3PriBNcVsmpQQMjftEpflFtc6H4Jf0gN25JhFrzT0vNTOOMUjHK/2Hqb9Rmxoex8Md6Vnh54Ti/yx/hhTOLeG/bBhVxwInabINfVotU1U9iyBKA/bmtPs+aj2xMPUL1nHOgSubIS+cZZxEXsyidzF2sHJwfdwExEOc88bMZB7WCRIy0iWNfOs7J7Hsm2LL0JWoqwKh38z7bBoRv+gW1FZWMZWLQtdur7LJA3yPSxNEFKCGIQ+2ehcaxWyjNFQWhaAfgJUc00eYAdDeH2g+IpMkgHWiXnMgMw4VheQMZAzw3hU2JkynlPqNYAPpWy0bAOIIvki1WxkbmqVp2N8+X+44QDS6kUl0ssZrDygsbLeHr4DWFnsV6wUpM6TZX4r3w1opn5KVvPM2IR9L9/L/KFOtjt4NCGXzTCH2htDEIxkI1UWiApeMya+/c/gImHlTZTwrtyDhbG9+sHU5vO16/ydG+PvCoBjUX2ncHHUpxQKzHxyNSnIM4TBL0OrE1jZu0ILwyET5R085aNeUMAm2QQIMUzcvn2BJ8HbRLf1utNYdudZ9VDxnNKwaWUoL3Pq95KBRkPJzuv245QzUjY5u30zMX+/OvYCi2XiB5Uw7ALr7VRWLWZI1LIPVC40YslGLAqWRn/c4FmEE9k98kOgz4lUHLOHyAUVYs6DGU9gCKOsDFbCN7wU887fF4YopewrKN90C8x5tqCF2tTgrJi5AocMG8GPSxlBgufWqRmQa1brIJ7xNqPIsGP2vSvZSpSbwYyAWc9JE5n1hmngVBbs2ZLr4RIAfdNzdeUsxmnYo9Ulx+yVwno2uaHVJUcxMFs2nDQztPNQ8+MI71nf4vV4wHmYIQmCZIwZn5sveN96ySPnZ/z6wYO8b3nOetGxmkFcN1yVWxw1hxBWXFr23Nht2F/3bHJi2Sh1e9zlwti1xOX1ioNobPoFR3tGXBl9O+fw/CILsWwaGjEHVLIkpV1enntZlzYb6H1Yen2xy7XlmqPFjGhLztoFD61XnHfqIdhkmpg5SnsoK47LPnKJFjIcy9r36wqJWyqsQiD1impmN/uOcAeWOZGApqJvJhx20AfhOPiKZT9HxCKzZs1ZbogofRcQyUiuk6ayzMpu7Nm1jo01zDSxsgaTzGKTWTctMzaTqBdjbcqaOYe6YiM7rDYOmnb6jrOozPqTd1IVv6qiJdlK0BIvQE3tD+PgJ8MGk9N8MgM4of4GmI2ZfuGCIUhsDJ+uGXZVSh6wsoiqzIWbtHIZA8cMwRVM1aijLOPckrMvxH0BngcARWXCb1uIWa20TQBSpbNE0dKXBt/S0iRSiJNUnruy/LV21fdoaCcgFKCSSttW1mqYDpQLwCZUuqauWbO7Voh5nrZs1dRUysoTSqy811SChPwRPRWLEEgl75yf7i9erLhyFF/akH0uU0mQFLuDYeJ3BcBR9YlLzOiiIsmYqU8AG9wMUs0WIh6pE6yCidKA5t/DBD12FQ1now++GmuAProdsSsdKJacBTVKqafQauWFSfHp0TKYhbZx5qjkwumkJOxTpTEhIUN+HU9ImAkSIcjgbAWuLEnd7yWokClgTcEIZasGQwpYGoBNYa2CKH3u3bG4eMQpHrLtKW/ck6jLxiIrvQhdI0hOHnZvbmqre3GBD+xqQl9WCMk8d4+JeUeAwRacjbIRqDNhZYHjrFkyUGfEYjHFZJSgxYlNnZ70BICBUFcVyTdFzfgK2TdKdEpbDZLdFSr7tmTdwCL1BDOW2hCABT07KF8IexzKEbPeJ8D9tER0g0RXmj2OAWFmR6TUOtNYzBi/1TzEI2lJk2AVjWvrFW1YcxZnXOGMT8yvAfBN56/yicU1Hs0rlo3wBfZ4ar1iYWuW/ZwmCZtgzDbKPkteCoccyBGzZcNeXvOJxS4PEHhDZnzz8jXON3NS03NzMWe2cnt8s5rTB6Vd9ZwHzzi8nmWel10+tLnBZVtyI++xXnTMloEuCI+dnvJacwAKu/mc3dyznDUcLtf0s4a9vuOYgM2U13RBk5bsbpTTfQj9jLAR9tKK623imdWatQqfnV/iQbvBaWg5TGv3O9rkgSG42QT26bkZIkhmnYV58nnksPD6OUBMxkpmnGvkIPfkBk40cHmdiE3H5SSsJXKmgZlkZtaRgUVOvjdchCZvWLbK5XQ26Psm7bBojjhL+xzIKX0IzEIiJGE/w2l77+s7+JYERgYxHx8FGlNQoZ/sal2NQ4T/n7s3ibUlSe/7ft8XEZl5hnvvu2+uobua7Ca7KdFtgqIkQyQsWYJEApINGCBoemHYFuRhY8DwQvCw4N5eemF445VhSIYEe2fDFmwQliUKMg1SMiSRYhe7mjW++d17z5CZEfF58UWe+5paqihVVTaq33DPOydPZmTEF//vP8gJoXY7Cj0pk6TBEtIKFswamdwBtgjNqHV5z4YRNZ7g8jlLDaLtfJZCQViSzxdlqlBr20Aui3U7XycI+ByvbYZU3vAre+Pzl8+pdpvZJBiLa+Ft9pb/n7t7tM2xLKenJ+6Q3tY5J2PCgjWVsb3ZEWv0i3Y9G7em2nJ9Wn6i2m0b7kRSktNnyHJy7byXQk2s8TrNN7ASFGRR/IJIRqoSmr+OavSNsoJlX59Dc7I3Bcuf35j/Qjw91vKlMG1hin4zsmUirjaShl4sRQ4n2LES1dVVJ+SnFRh9cEJyTjCY4GomOUmzU9sVmBr9CRZ0M6oUQ0N0vM9YtNVK0h4OM2ivSRUmCQxFuAmVvipvGimb+eIfgNqiG2QubXEXJvUWVGg90+U7ztHzqMA/O1SYg7X079YLjfFU2J2KwNYRbmJ0QufMdaS2R/HWdrwvMAVPI6/mRoVSjWqVXiMzldwQm1uESRuJ2fvVFTeoU5Sup/F1WtQDAROX6I9UosamTPOnMzTUJ4sRg9JEZ6hkUGNAyKX4zqbt2r7sh6lxVHATicAhKKX2XKcdd7jGRNmHnjOb0JQpdXXyp3gREpd1JsiI6syHco937AWWEz9pVwQdeZrOuFMnQpqZ6gpNE6+l47v5KaN0jJ3wnXoFQG8TH8k97nLDy6FHTLjQa57pGWOCF+p+L9dhxU3oeCkD3x1f8qTr+dnDU351+4Cf2r32XR34mmLGi27g3rzn4+6cQSbePl5xOCbuxSf8RnrId+trtuGKs9F3f9s88cHmgvujI1WDGGdT5aNuw9/b3uFb44GXApfhhn3tCShaE7k/cD7NpOxu3zdxxafpjEf5OYek3OPAbEqnkYNG3j3s+P7QczaCppFNvoXEH9bKy9g4BwbW+U5SpsAx+WuSjhQLbHQi5Y7Lbs+YEzkZm3n2HajApex4FjdsZOSFrrksNwCcNeuILIZGYdAjKpFtcqRmRSGXwm4xwPkKjHdY5ngnhS+mcEATIuiybntd4IoAACAASURBVCImt7YcbY6nGtrc5AXeDCF3omvjmDSHqPbWt4qj5eMWQ1MDaITXEzdF3ljLFwoEjuibgAYjm3vXjObGp/IGFG/tTbW90QnfEEeYapM6Ch6rYLg6tNotv1hEG5CycH/8jYPqqSBbNvK30nIvCkJpCNPp+962p27Bolska7lOIQilehtbFsgdv8h1WWdp10Z9XXJDwUUybyxzfCxKDq5QrnhhL7hJrdDm+IVbKm5nKtEcES3FW75trHxexxeiwJHG6+g0cMyFEJsbsPmQvR0sXgWf2lcLJ8Qat8agc/p3a6F6ld+1exZJzanSH6xelDF4u6SU4n3h5ixM64eezPBKQVJEppmkCm1H7e7KMFRjjkZPQJOe3BtrG6QdQs75VKkLnEi7fYiE5tUTilf2URZZoUMiZsbU5O1d+/sSFMmVJN5yijEyWoFcCDHSFThKpUcYpdAhjDR3YJxcmROn9mAtpWVUeZGolZNEXp0xB7lAEjSDRWEAJFrj4IChWDDiYsHVdmyESJxmTAKr1ms9KSXCbXgqwW3CTRLBjBlY9ZBzJqovVF/2I5tLiB/XK54E0KqozMxL22mZ3ASqDbxMgcs5N95VQGwmmDDJwKOwx3Lvk4IIxQbuMIMqae4JGKOugMxFMT6IG4IE+nrArCfHgcEmTrCaVF7LJWKZV9zh7rRjSiMEGBg51DWv44Y7tuf7wxnv5SNXac159fynKxkoYeZuzqf7e2yZUZrcG/anyjNWFX5vuMP9fM2LuOJuCdwvft7rOrELPZ90W96er/ip/BqC8TTeYXVMnIUdr+yMbdzxG+kB35peEgXu1MpeAj93eMKTlHgwHvlou2IzJ/qauTfNPO97tiiHcyUdZy6Db0A21RHFOwVe0HMhEzF7S6umQizCJIG7VM7q0f1c4g03smaVdgwoqZsQMSZLHGLPdpyYdOBhPZCjslgI1ShMNTGQqRZa+7f3jRJwGY7sKGwqX4nxDrdNFU2Qc2tXgass5ffP8c3rBk4czCWawVAk1hO1ANHWSveLG+3WE6ziC2ox5/VUWzgr3nY5rfzSlFzVi4623WY5seXcUntNwue1BcFYHJhVm0VIQ45OBRpeSKhwYrVgXugtG1Nr1VZtLTRpXK9F/BEaOuMcG5fABHF0fcbQCLk6yl4WdAdu/XqWDTzub/YmsmNBWtRRE8aYNW6BxynE4DJvEWskYj+v2PT5InYycXTkXumquNBmua/qxG6stSSrNyhbN40uBqpl1JRV+IohONDgWqpr4JeL/4any8nKGxgkUN7IZorBuTFeNDj8NlGbmgcWCdXcbmDNPjim4GZ5o3lxEFTItXj0A0JqnBsRdzMG6LruFAEBHqWgTcJoSwK6eRFRaiWZMFoj2KZ0Yrr3sWPMnpwaVJkXiXTwnuTyHJQokCshBPq6EOq8+DJdAsxc9p0F+hqoyfv4Ryveh663SI/3RpdrvvznD2aMEV38EaxS0+I5UX2XgJD66A9AVznikvRSZmqVlgvq+jTLlRyEru0kSimklIhUZo1IWThGfm/XuOJqQaWwmfhGczkEf9/ptOf6ch+bvOdKIqvsiyC4TH4WJdkEp8AGeGtO1JaDJLJmy8Ro0aM/ZiOJ8TSuuZddoUT26/ZU15hAkcxlUT4Id/j29BmfhHOCdQw68ZqeaJFkI5sijNqBGRtvxiMSSfX2Plx3htRMyspRvXAZwpGuGhPCO/NrfqBbaqgQEtvTPVVGjFE6ogR+b6VoUbKu+NrxmsllGTyPF6hNmCo/dnzOy77jzqTsQkeoAY0Tpa64CNc81TN+an6KSYWk/CCct7FnrArcxJ5KZKp+nqU6ogWgdWLutshu54tvUD6Md3k8vmJoWVgbcd8c1cC2jHwYko9nEa5ix3meiWpE6zCZmcqKQUZKqoSsDCJ0uXIVV/RywNSQHJznUyKTNvPGOpC6Gzb5dl5Z2+089pU5zInGKksz6RZd+f2/78Rz8JZjkZAvLSwVb6PfbvZ9/OQ2x1tduCHNAqMVN15k2Ck2IYTbxX5BeFre+emziwjS4iJOfMhWnFQc1cnFW02h9Y3M7FR8+Pl6G2lBdN54e7c88VqClhLk5OK66DgaV7LRAlxq7YXd1DbLZrdRC2K3xoi0ok3gh+IYFpKxNfGOtcUg0Mxr/UOYrRKImJQTsmbmVAN3bG4xEBWqVlQjKoWqTadst2aISYJzWs3Q4EWclNt7LITPfcx/IQqcEIIbzeGM9DctqP2/0JRPjQ9ibty33NQCjvpUD8kMuER5gf7MlhrH3yPF5C2nuUDSU2BeBueN4CqgUGGJPvD38UoVSQjuNuw+N/6zriFPtVYyRgrBB0ANJ4MrcD5PbgVFaQ/AIKFllwg1cCroRCC14oQgpMaXybiDs6YICLMVYnVOjTaiWpcSZnYq/kBITVa/SCVje/piXYrHRZXl0nZVb5Np84AIuIeFirEBzFpBqL4gghHMIMqJu4Q1d+cCsygUaxwEbTwpI3mMu19rMToCSbwwqtXbZ1HqrVHVl/joMMa4RjG6ckQk0MkMNiJ0dAq7GjjKwD25YbLKTs4wMwarvOCMlWZirlzHgbN8ZFUrtYXUmhlJKndtz84GVsW42ijbceLIwETHJLCzAbJDwu+nS+6U0SHxYSQD8ZC42UA4DAiVtWW2kzHUSpDKvepF10jH89BxJx/ZBS+YdkTulh27AFWF1zrQ58IxbLiXb3gL4alGVqUwxXS7gTEj1Y5QM1NMbCvMIXEd1typB4L1BDE+jRvuTpOHwNYVGDwu1+xCz74HxXlJ90pBPH0XjYEzvfaNwVz9zEN1Hlyo3LUrYqxcGESrCM4NyLVSQ+Ztu2IkcYyRZHAIAcGoLfRzqHsOGp0TEmE69IwCUho4liPHoORQ2Lq9HbN0dFIJWig99LN85cY7tMVZljl+ERYALL6+2mwAG4+QZu5ntxJuUS80rL3WU71bwWHmbfaFN6OLgd6ywPqnLZ9QBaxYU7i1NpEtbSoXajgrsjV22r8PcdkALl46XnTdurn7WlK1BS6zqKaMTjwq2OUWdhrzRkOHWkEXm5dNlVtPMNrPF8RjWdvigvycrvQbuVD+Zl6Uya3FRhIXoKg1yXZ7Pqz6fQniY17Fz9kW7kzjdN6iV/wQR0fxz8qysIT8RVV9k7zkrwUEC0aajSTO+/yDGvNfjAIn+o0s2X9fLbiXhXnGheKVbGw5N1Wj1/+NT0OTg1eU4Y0QzeWmp1aJLuGYRotyT26Z30vgGEGzFyZRPU8jibfDzMwXYnxnIe33p9iGBmsusQK5DcYi4s7LMfpiLz7QY2ONQ3OLbN+la9wgaaS5aEIKxeFD07ZweVHQARK87VXEGLQVU6LUUhqee+tds+RegT/8tRU2C5cHgSTKaBWtEBoSIwJddJXVbO075EYUa+8pVIppM7fyycodK1vV34qnENv3q8ZokAy61i4zFTpVnH7mTs8BxaIiOSO5ku3N3vOX9+jVF8Sx9sRU2NdEJyMxJyxOCMJua5ztC5jxQi+4sAMIrGzPVdiyLiOfhDvctT2HlFCrvG6C7LfyKz4JF6wYma1jRuinkYP1POsij8cd7w936dINU43EHLi0wtfyNR+mS2Dk+XQBAe6OGWnFwtXagJnrcQPDDkZlbYXcH7Gp52oL9TCgBM7LntfrgE6+EhwHOHaB4VgoEqkivG2vidX79gdZc56PXNpTDiFhrYXQz8KYjLftNWCMCM/DBW/NewwjlxWbeuC6X7GX3p3C84qXKXI5Z5/oDaZg5OjzRbARRDgrxuvoG6F1rk1+K9ypk4/3ht4WCaTi431rhlC4iT2bXHy8z4Mj0FKYLdKX2RUp8dY2YcoreiZWZpCVoybOhmvW7E/j/ezVTBbjsA0Mk35lxjs4IhGwE7LinDL3QKrihYQCt0TH240uVRBpSlFrc/0ijLAFdfGiR4RTK9DCLTclVmVWn9sK5kVA8FRDa4rPBZj3BJMFjV/aa3JSES1x0P5nbxkFOBGVFy+XU8zBQmsRCHUphBwOCUXR5qkki39YE3ksGFc13953rT0kb3yWtFaY2g8XPtLOT06tPgAXsOSq7qCvjsC4wsp5o6c5Hjm56QecSFw0NH5kYznJkmflTsYYJ+WrW4UUDy5dyEeAEnyOL05FkVKRWolWKPr5j/kvRIFTG5cmxuBhjQuLTKsPiJYj4q7DShL/daK1dU43b8lIgkk5ecmYeOCaW4Ert8GW3sstAS86gvcExYzc8q2W/mqUeIL1RPQ0wIOBqKKNt6MN6utMmanE6Pbviwo8iji6URrhWbSd/2LtWNEI1JHCBZYhxhFRo+SmqrLF+NCRkaCCFGtoUGtWixOGfb9zm0RbqsOD+kZfVlrh57uLcPrOQWtDv/yxyuqRDF7Be5aS4Z8TxKHe2rKp5nn2VlNt2Kt48WdmWBQ27d7MBr0IKRhJBZNIaRKXYy3EAsXUTRF/SOz/5T2UTJXkMQfDwP39a6hwCJGuBLIqd+qM9RMcIm/VV6wE3g+XHEW4nNxBeKUTO1EupwMfpjuc4YXTIfYMeuRQB9Y6+a62BvpwQEx5Nqw5swMyR+dQMXLoCs9l7fdn2nCO79p6PXCUFQx7inWEMTGEI+PRi6lH9Zr3p0s2NrLHs5ygcBXWMMIgRywaw1EYVZFgXEwTJ82LVFSU++UpH6evg8FlfYWEglmlBOVKN1zUawyhV7i0iZ6ZI5Gkheu0aqifUUtGyDyavSjbhcSmzFA7EtNp1zlLz6sA2zy23XKg78eTStEQXg0+3rfHGQlvjPcMF3XCkp7G+9FmeouEeWGTGt0MlhTLlXThpO7D7pzN5poH169Jeyewesu78OJOcuVkBbQQ+PxCB/95H9aeYW2Iuy6tFym3z3WbH04IjBi2SDMXT4/QXOSrFy4nMUe9Rb0b0cbbV021WUP1OS94F0DMnDMY6smjRdsGDJxkXsXn7YVPuWzUrGmmIy7F1hOB2k9F5VYIs5jPqi0saUe63UxwxthgWQg6gRaqaZvjG+7TWlNoQwLxP5fWlnCBuV+zxQB4aXGdZktZ6ouGlYWGeIm2As8Q9XcpVt3NX394jhdxIYk0l31VZa7V17NFw94Qfo8MNJI02nfNBE0EZlIzwC0FqhVKUGKVk5BlsXv5vI4vRIGTohvcabthiGDVB7tG78VG3BQvl+KFTDF6jeRanaAlfjNyiyTo1YuIjJsMWRB6iYzqBnmKkEXp1OHIuUHSiyuyxvae2jkJsJQWjmmEFk44i72BiigpKGPJ3vKKSoeTf71X60XGwumJMTJbdb+cXCE2M6sKY6n8p3/km/zbf/Kc/+r/3vM//j8/4C/+5Ipf/c3v88s/+11Q4Vf+5sdgS6SDQcAhQDjBv7I8lNH5TV0VQhvcTtDmBP8Gg7FkfzKakVRBCOaZMarqBGpVkipGhWb+Z+1hK+JtuZwzXZ9O10XahJ9bgekW4n6uq1AZesGKF7q1OllNzBNoi1VSsBbT8AUZsP+Ux5DgMEX69ZEy98gG9uMAVSgJrkLPxTRyndaw3jPVFS8qfMOueFkTr9MGU+Vx3fmfuzPOtLKZZyYNTKLso/Jo3PF7/R0uxwMrMs/Z8qO85BU9L7rEZq50lplE6bL72qyCw8lYBomsqyGhsjoKH3drtuyhBgY98piJ39VLpPqO+nJU9iIMVrFwZKiOuPQGSSpHFR7bRFA4BLhjN7xixaerjr+8iVz+B/8DH/23f4Ff/fjAL2yveXJ1w3e+dsm0+oT/5ntv+ZiQzJodCPSNl9SdDCcX7xPj03DBW+WK3mYmSSSr9FpbsQ4Pple81sgY1nRl7wjMFOhi5qpT+lLpJbA5uG3CKh69MJqjT9AqXA/G+V6pVuhqY4yZEA3fjfZGmBtB9NU5AGd3r7mbRyzIPzHet1fG7ixxcX3k6iKgVr4S4x38uV0WaxGfDZfMJWn5UyretvZdvJys/esSAIW3uKr5XKnqSVK1uhLWalMFNQDbHYiF0EqAJWqBZtUhTQa9+NmUZkWxbFQVqG+0sZyuYM1x31Fnp0hUQpVbX7XWlNJGZnZ0p/g54fzJYvDn3up469tPef8fPeDXPhN+7p2J33qW+JmvCbUG/pfvebG8+AL5NNqQ/1OPqEUytPOIDeGCpbiyUxNQzMnbXnktnSVHxqwokgq9BSxAZwsfShrNwNeZaqBBqLWcFM+OtDn6ZLSizwSrjWcZE52Udg9+eMwXgyJKYPa7lD/fOf4L8fycTPZwBEYkQrsxivtTBKuUah5rb4rG2tCDpXcvWFBUXV6eLFKit2u6LjmBtTbyWjA39AMmw3XJgLbecBYvqGozAzMVQkhMYqS8cFBc9ZVr9eA2cVdgRYhDImcPMuwaYkSrgpNI89SBlBKhVnRwBVK1kTic8a9/zfiP/txjdNXxK//KwNfDFX/8Ry/4S3/qG3Sh4+pmz1/9tWt+y84dmiwRUW9luUps4WIUJPrj3eEtLDGfBNorGyrmLbgYY/v72JLD88k1yjk2wQ362sD1NqET9gyhl2Z4qEvERpsYGoktNdm+ScU0Em122WX2PvLJubou5+wkbkxQiUgw8smX/ct79HPGViObnVE3E0/tEut8OnlQKweEB9nl0tdpzcM68ywknjf9XLBMqR1PujVWlF3I3J0qz1cDuRpnbYLehRV3y8R+UIZRWMvE+3HDHFoQJHtkFvZ9ZJ2FuRSGOjGGDgmBF2GNHoV9MMw67nJg1ynrAvugvJphxYgMgTrCXjvOyoFdWKFWGYOyzQduwoqhHgkpEeaZTie2ubJbw5B7/sPyAed/InD87Z/lnV/6f/nlv/YW+z+05zt3bsj3X9F9subP/MPX/PrwLlOXqOOKoxSkemNCGuyfQyaWwPO0Yk1hLytWtmdTZzobmawnBy9ynnVndExs5YZZEqkGLBxxtprv9oepIkRuNsYNPdsdoMYqzj75H3p8gtcGVC7j3dHYlczMEjGphM5ghrObiZd6Ti7pDV8r34Xf5wVF4OrOgGJsro/sLr4iKI5K43lUEGemLKiy5+/5fTSxJtu/5RIumzIWOkKQU6CvNfQ5qs+rUo24oDy4oqlUt59YnCYatOOtLjN8fmsS7WY8V8w3iiHQBBRerCxy7RDFkTYz4hsWIiJNGdVaVEtrDrT5z8woiZ++d+CtH79BUuA7f/gF603i3uXEe984kkWRDA8+6HhWV0SDLD4mMXd0XwqdhasEXgxb43Oo2PJlW3Hj7SiVW5PDBXX3ibzxNIOb2Ja2hngPrPFMEUK7Dosh4i1fpqH+tnQYHaENkkEK2TxV2uX3tY15TyMvCoTU+Ewz+U2PlX/K4wtR4AR1syQVJx3BUjAqppVYjayNl4M/EIHms1KcJLg0SGtUVnSUWtlK4DoJWjxDKiROD1fEWoSBX+DQumJmLdlbPOhzcdWtGF0bDNGcr+JEYq+wk3kQJyk0tKn1iENwcrG16AhxTwem7J8TFNMDs0V+5acv+bu/d8Nf+uM/gq4cOUqbFf/+n/1xdtc3iAjDkOi6c/7rf+un+YX//vukBuMX815oEFdz12xUC81I0BPHQ73N9DL1611La9WJ0qmTl72fW5oqSpw1v2CeAToLp+uerSFDbcDHGJ1k3O6TkMlFTn3s0HrWuf18KkoKAiGzVm3xGrchmzpXqEaxRK2TGyZ+yY++Rq7mgSkcmUvPBQfuTkeexxWjCo+mG35ne5+L+YazegAi98vMk03i0fXEZ8OKYcoww+uVcqaVWQLf3b/kNy/u8nC350la8YgDr/WCrhrzdubxzY5Xcs5VOnI+KhCZOtiYF8AafLyvEGpR7rKDBJuivFX3fCoDW4xjJ2yr8bKhdN88HvgkrsGM/TCwyoVDVIYaOI+wtT174PG4d16NjPzO+j5/+f7/x/c+vOLr724Ye0HSkcOzH0X/9J7N9qmvFk+/Du99xo//hS1/93/vuThUDjpxVirPonBuN3Q1MZF5xZYXQ8+d8cCrvieYodUL9H1YIVqIWckxk2ziMo+MEugss0/Gel6Inz6/NGsu7taRaRzIsbDrBDv0dNHbDV2aqVUhgWpBdERyIlEQgy5OjQ8YSXHm2fyAPoxchBcM4huHsjLCwVkflzcjVOO1XnB9bpy9mv/5DdTP8VAMa9EGLGpTFW+7CM2g1GVD1hbUZVNIqdSA87LwjVAXApVKtMCxq0hx4YOLmBzFizQVruLE8nprKiYsiLBf94XDEqRCU4yGploNwVtQIZijQLT1olldCG5SJ3VRTC2xEY7siAg1ZqwG/sw3jnz6ZOJb3xyRzhmYUzAef2OEyaEnDYXYdfzZnxn5K39nIAZBiza7DW/pSWvfNVzFvWcaF6eVYXgLsLZ11AU8CU5IVZXaKBdeJAYLp76WRrtt47V7oY1Ls/jMIYupbm10bNq1sxMJWzByFWLwAq/DUwfUnHvl3dgMDVk1ia1H+/kcX4zVIjiHQ4lUCqMa2xI4NPM4tLZWkLdKFl4JQGiJstVZa84yF+/3juDBnYFmqluprf0CAjERzCtjjQ1FwXu+lcVsyfk2ZhCqJ33H1ktdvHhEg6NDoZkRmgHRi41aThEIIGjnECdDBOmw6Zr/4o+8yy/+Sw94fX3gl35uYN33/r4pekM1RbZb90gppZAULuIKjYJUV325DUqAZiQWY6WYG/vtRLhAqNGdid3fpzHdxZAWDSFVfihHJOKkM20PweI9YQKSAjFXUuzIObd0d+9bn0h+ZiDx5D3h5189YkKc87TGPYNmU0YgUZvrqcOhKUQ0eattlsRqYat9iY9jDJwzkSRwVmdedB3DwbAB+izshoFH84FFd+ckTOHxfmLLEZnh000HIqyYERNKn/le2rJl4tkmoszIXDn2+2YyKTzb9piMDGbctcyrcE5nPXO3Y0wz3bQmd44cxWnFUBLjcEA6+EwSWObhbubpOhHzmrNhx8Nd5tOzBHUiCDzczzzZdjy+HoGZLTcePRHgxdk93nn9Pf7Nh0b51/4W4eMN3/nzH1OefA1JUKZvoOEJZhvm668DPt/OHz2km90YrzZt8CRwVmemdJdDDqzsmgd15ME48mubr/FzNx9SBcYwM3WBs6kAlWmdODtmjkNAijCoRycMNtMRGHVGLDonr0DoJo6lJ2plJTBMwqSCxNl39KE6mxWoVVH6trT5YpDIzBpRzeRk3NWZjolnd2ZeA/d3a+JxplIpMhD1iEblUb1imnrWX40oKlCfg8Uc0ZqBvgpzcOsKD8qszv2wN+Z4A4luPmqteIFW7KgjOaltTgWcHtAM77z9FU4qVxFHsStOmq1ip3geX1zdE629tdMGljkev6dRG9IUGmH6xMt0lAfU+SwuyXUFsBR+/r3A5duvYRYevevf03AH96oCUZaeEFhlLiOxBJ/ji/n1s4q1FpQ1lKa0lXC2yorgQdDLa1tct5OMI9pyEBcXbQDVSqnSDBPrqfUmthSaLjlfnL+lNJVvXe6DX1dt1x3jJBDwYlHppSI1kq2SEaJZK7gMahOnNO+4AvTx85vjvxAFjqRAKJBx4m2qSo6BHkcbRhUvZMxjFfJiwyQuJwRB1SXKFaXDmN+QIjpLvDJbIFmhGOSgjczcIL8KSVuPUNzMyTOZGhTYJLhaC4QOyRVakGEn/oCW6nB1VGu24IaF4AO3qYUqAW1qjf/yjwa+/c43+drDc2KAdx5fogiHwwHNmZQS2kVvlRluXy6Rm5sDROM8GGMy6qynSaFIIFcv+HoNFMtEyxxDoEOpFhrC4r4EHnamC5rJYnJVzdtD3tN1P6DSKPuLu6g1fwWLSqjiye2tWAytKhQpaHREbeH9uIeUeVtAlFndxA9/d8aSqQWXDMaIFWNO6j5AtswCX95j1gu29Yrr0GEC60l4vjrnQm6waBTWIB1q0IeXjPNd/4dhYhd7qD2PWzZVxYvqJ9tz7h2dyPry7Jz7rw98dnGHt69fUQw+O+t5uJt5sb2gKDyPMEwzU0o83M1o6Sj6mpfJ86+s0xZZsmoES5d2PtvseOtGgJFPRHl5fsE2j+xC5v5h5tnFhStIxM9vxyXa0sD/s/Wvw/kF/ML7niA83KO8vkP36EOiKuVTJ/8SD6QxMveFOkA6+xhuHvMov2YOiWoDgjAHYTJ41W34TDsejzOTHrlXXvHb2wvePV7xabzP1w8vgEhR2B4NsY508N3yFIQuB6ZQmLpCN0eiKlkqc8rMjeprgMQZm3ssTfRZOapwyB3JPPQzxwpasGnDIBNzqL5rjROlVs6PCRPlRZ9IuwsArhGm8x21wIPjkWorxA6MYU3s95TjV4RY3/gntXrrPlZvKSXxxW5Wlyer0by62gLaOCvowiRpnEBo7sB+fbQpqDKe+06FEkHdeIyqEKpvngKVog3NsIXw3HgkAY+yIbpwxGuEW0WTaCMImxuRtyKMurTxnS6hzeTuX/32FcMmE9eOYsxdRao/T1qEuZH53d+muSZbwGYgVnqMkgwpTfGlUIvL4X0b3agU6r5jXmi0Ks2MRCWLq2B9hVwKGC+AKq7iCqZOs2jfZ1HWLrwib3v5v/XYoNvAaTBCUJYEKWmFUanWNquKSTlF/YiJi3hKc8BvSFhWoava1pnP5/hCFDi9BKZoSKloUEJyibFKa0O1BT5j1OiRBosxXjTFjDZg1UljolBmqt76gtQgdNW9E1WcF6PVuT2mEQWmtoCnRkvrqvdkwR8ggBoCSoHofdCaAsEqUzVS5w8wKJ14plLEmAiEdtO0GLmpv/72i46f/vENL/ZHHp4NaAiUaXa5eed8i1qr6xZbgVBzYXs2ENV4FYQ7OWJR2FuhK65K6ESQ6FEUI4FVn/whqNDXgmnATCjqXKSqga5JJK0VeJjL68GVWq708O/gUvhykj8GaTbhbWcQQmheDL6TGktBqtFF5/dosyV1G/RKUkGaWWOZs6utYkU1EWPEKGwtMEk9uTB/mY/tnLkZVg5pq1DTCvIOnFieeAAAIABJREFU5g0qQqdGF18xznfYyznSzVACIgmTws2gHLsN93YjL9dr7h6MhzeveHZ2fvqMp3cSj65fUzVyGAZCiLzc9jy8ecWn5xcIsOu9fbNbrRmjspoW1w4YZi9KxpjosyuSpChVB3bbyj4mHu6vCXnP1SqwKR3HIfG116/5+OKC3danlsurPXNrdb5//YCzf3nNgx+cw49cMUtHHI++AH32ru+644GSHzKnpw6bH4VZ3qb71nM++Ft/mPduDuS0ZpeMi/mIaOFr06eICOs581l/h7dqoNqRBLydXzPH0Hb8zh846opNOQAu21U1n1hVKBGGUhljoG88h65WcghYWaEKvXXssZN3VAoBtxBSzsLE63TkmBN9nIlzosuRasZRMiYzXXZn81GFvHnJ/VfnEB0ZyBqQHravEtPx7LSAf9mPIOpKGZGmijUKBVRRUVKL2qkYVd0Jp7QQSy1Ktdpa8BGtdis9XjY84v/WhSBCVMgmbTPJCfPPLQMiNDpCglN7ZZnjTQIixZF/U+dMWiVb82jxzCBv+asrs2rR2xwng6W99sF1z3cuKjU7n1HAuwgm5JZtVQ2iKjW3wqlWtFNUB45qrGbFAkxYo08UguhJgZuj0BHbplpI5oRnd8h2xaxZpTvRPypV3fk/UU/cpliXDC9O/j2NW+BCHWkCBMEjlPB2WY0wFXc7Tq2dh+K+RbOjB0HBHCby72vmamJaYVfdJmVqqsrP6/hCFDgVow++yOWWTx9jbBbTLCwzUuvB5mYEB15RxlwJMdLap4B5/kW7oUt/0sTJrrW63C2JuLa/oSOdNfKttX5jcHQjtGKqaJNB+we7cyPeuklRnOwYA7G2nnF1IWGHJ3GnCkSI0nGx7vj06prvv9zycKPshx7b7Rlzpm9hnmYGKaGHmSowzzN931NzZRiU//PfuM/P/9UrOlXOLLh80by1s3z3rlYOUtmYcAxO3Ft4TED7rkZpdcOSLK7Y6eceQB7ag+Lfxdr3FvHJQkPGcssNI7cq3MnifVKfEDQ4gdCcaGjmpHHwQi6qInGRnDfDr1JdIk9tavMvP8l4ipVLvUEQnqdHTgBMW45hBO0Zh0I5rpFOUBKHYWYYU9t9dWxzZYMgYeDu6IO+dls24oVIf4yMQ2a/6by1WCckKHcPld15jyoMTK1fX7FgBFO0M1YGw7E5Ya8yVSLB3QAxzSSE/hjRdABdsTvPbA/CuHaOwdhvuHfMHFeZR6+v0H7GSse29jzfvs+PftpxuAyE2Rjufw/uPYGXj07jvUwPWJdnbnL2+GOmF28RjoqNj/iLv/zX+O/+yr/LvfyKVTWkq5wfA1NYkYpwCLCqE/tOeGs68iQNbLIXMtIYre4cfGBu4z1VKA7iE4DceGOb4oT4KSjHLjDj/IZoxhwC6+lA0b4tnpm5cwLoK1O6UVinwpihrxNzaJ8TlVVbNapVVhWON3eYpbp6Zb0ntrMs+tUZ7+BzfAyLh4vP0s5/cURAmlIntKKyCESHSLAghCxo8DmehpR4IKa/vywEVvN2jm8MnfNXl1pIhfjGHO9aar9vC6peGwodGge0hnpLh1CBKlQJvgWOPsdrdT+kxedM1BCULcbhpTK+1ROtkGdjFQXMW0+1lsZbDNjsyFYyd6S3atQw8Yt/9AX/899+l6DCYM3JuRUnS4ci1MosQifu8UND1nVxVcaQ8EabyZbCYnHVwTej6nO8WG2UA1v0N03MUxBNjazkvJnikBLRF0GobrWi1ZE2iXI6j1MqQVN3ORfKcR3R2qIoPt8x/4UocELw0MpOA1GgLGQwp9/cuk1Wj7aPwXuypyiH1PwTgnsseIr3bUEE1gaP53lYUPq2MEeMA5UIaFCKhFuPmOqLf0aJmCsrBGpoLRgCkxidaZOOVjpVDxkToQZXNNXq0vYgwqzGYMoQodfM85sDT68yn+1m3rkY6GOgkKmdk+Ti5Oc8ThMpREopzKXwej/ymx/BZjVQ8oSiFKuUDDG19PFaIUbWtWIJekCiD7SF2HeSrRM9Xb36w53b0I/+TKOmZGtxGNXQGJsM3Q3VgyVImSgQ1cmnQfTE9l9MqJwh5Hs1VZfRz7kizfk4xdAmrVtCdFAnNWvjAX3Zj5VOvAiPeXt+wVl/xdPU+FXaEaoTwI9r0FrpR4UQGYfaxntB+oVH5eO9zJHYZbQlrU8rb1XGNt4lKcNRmFbuc7SqR1ZjYhyMcUrELlOnCCmDwHHju7phTJBmaoju6o0X9fMAIpHjumBzx7TJmESqGmOA/ghVAjZEPl5d8mMvX7GJBy6e3ePDb2zYfvYpFy/XlLMVL8/+Re5+9284zwtl+MTPOT76kOmjt1EVwtsfw0eB57/18wRRVubMg6vUEbmGNBDHiuhELIl0HNizZjtBGir7eeOKxqxYf6TkjjO94bpusTSxLZXrlod3YZVdvmDTT1y36WN9nKlDouSOVb1hyJUgCZhY2ZEove9q494n5+DjfQuQ9gju4mqbCbtJjPTOfRO4U4ws7vUUd2snRYdMCR7jwldgvENTmFVtO3vFmque6ZJzByAnDyJtiqjTHB+bwlJ9zEvLLAi3FU5rqWsb85GUi48fzDP48JqmttyG0LzIVApVXJbv3i+VGsQjc5DWOvGuTwm1bVSl+eQUL65aSycQKOKtME1K6EYO13uqBtabCHkkqmMfMSgJYaoFw4u7Y52aFUdkPlYOLzf0Uch4vJB71bQ5EUdURNX1lWFppTl/dGkjtbLS53UV/H9NDQXeTrPqfKHqF0mQVoTcOkl7szZjseVQiQOMt3O8ocHcoBeDxvkpjU+JenPRoiI1+3nq0u4CSmt7fY7j7gtR4EgMpFCd4EXLIgICBQ0eZ1BrbSGcrdUjtCLCb1fEJ8a0JFM3bk2t7jWzhLspXvFW3HAumNK9cUkFIS1E5vZriwpsjHz3uZjVPQf61t90JGSBQbzACouCajHPA38vVa6mwoPLDU+uM69K4JNpplT4xr0Nu2Pmep/ph8BZNFbrjpCVsOqhi3RmPOg6/uGrVyTcEdKs+UZ03upBhRDVi4dmnqSNeS9ymyYu4uZOVeRkeFUFoi6cIcA8+dxyCzeNeJ+ZTIyhRWN4mKnvoNr1rMuDWOmCE9kk+465toczhUgKrsaarKDuIe5k5EA7p4A1ftQCI3+Zj7KKHvI6+S4s7dv16gPdVBlbS7GbMvs+wux98DDNzEOHIvTjzNgnL/rFkCm5s3aa6W6gDpwMwCx3bn9QIsNxZup79gF/XxE0d07uLB31tKIKO61unTDjSfDmYyeMM3OXFt0ENidClyF3pHGmAv0OXnJGfwMf9nd5pJ/ynVXg4Q9GPtNHaC+s60dc9h+gv/4tT4jeHAgPPqI8fxdEmdNDLJzB02+wir+HfKi8U66Zh0I24WwEoaceFtuCxI0IYSFKh0zJiVSUNFxDxIudbseNKNiOjPBKoTt4kbnzO8R+XrGRF1zJBUfpKBnu2isCHaqVEGZWpWAWQFt/t4JKQPVA0EgqBcmJY1epm4OrImMgkRllYi4rpLr52Vw70JEiCbUM2jW7hOkPejj+MzlEA7HOmIYWp+DjLDZ7CPf0WmIAxK+lOcohbY5dbHtDbcVMwYnCjV+T2kIewZVXAg4B3f6Mhjonk1ZvtQgE8+iM2rg0oeJGrebFjSuitM3nuLFgWMxkvW2jTXLuSePKWIXNSphtzeEgZAKbFQzdSJwL8wg5qs+Ryd9fUjrFPMhKePnpmbetJTb1aSaK8zLBW1vFfN0EPwdDGunaOUvQ2lULd7L97bImWitD/HW04rsRmr2zi0pt9iJyQsn8OrSMLoQutHU5VwqciMSxudyWRm3Q7JWRJ5i3HKwMFnxs6FdNRRWjRwNkHAHJeEhlETfFjuLkLk8k9cG3TMRdW5DBs5nmDoYqbdDfhkwu7RRPmI2uMBJfaJM4xySFyNT0+rcXxrOYsuKDTJ0ftA29S5kFwF9/6wxcT+e3IA4ijuzU0Ez2iLyeJl4cJuZqXF9NnJc1b50P3grLhX2emQdI48ijO2eIqrPiSmGcZ/7e8yuqbDCOjbUeyAh2ys5yb5tF1mRtMC3nCbiDdPuZn3sz3MOaRw4E9eDHTg0ozBVijCRxH5JebknfRQqSXSS2hIFa2+HMeclYwat1VSqFloBHJ4G59chVvUAUEU/YbQ/WKF9+Ds5eB86YqGocdU0aZh7klzyX+9BXesl+jVZClNHHuxgMkCjsVXlyvuXR9YGPzgfevR755KznctzzKmy4WO8Rg1fdmot5z1XqOJ92XHUbVDPXXc/FONOVypgUq9PJBVUwVkfhMBjbrHx2tuJinDkrbpw59sa8UoapuvoD6OPsu2IpSFP9eGtsGe8ZuTrnSq8YtBLrxOHlTLzZMt4dOMs7ciyUmzX78iPc5+9TP3uXkPbUvEX1U8Ljj3hydZ/r8E16+V1exXtYNMY5nsbue+WlO2QvXIgSMINDN0IL3FyHGUr3Q+OdMLNPt+N9k/b0R5/D79tr5mDkLhLnhMQj29oWyqCMlklV2DJyZM3AnqLxNFYtZXId0OuKBmFe7X287wMpHJjNHaGjHKCr6JzJ1hPqiLFiH78aPjihzGhDsFOuvgkNiVqqN6qkqVvVbTeWMb+gDTT1EmLkYMQW1SC4RUcNHuMj1oCihriE9jM3F23Ko+Zqv9AZFnTDjUql8YSF1aKg9W/wRhEDLAWTeMsHvKh5c46XUjmOmV7dw213iNgFDHdgxgnVOZvDLrORVxWCotmoaiQLPHkhUBRLhpTSTCTLqUC05kaspzkePNpiOcfbX07Sbnz9PPkwWZO2m5EakpbNkZ0gLjWPrVgUUawWzFw17Ltqb/GauSTcAGsBbO4I7RtuqhAtUE7uuHIyz3X744pFOYmIPo/ji1HgOLWKqD6wejiRxly3JpC8f2riLo6l/HDOElSKtjgAhdh6omD0y8PQIP0l0wloEB6ourpoaCGetXBLaJVKLF4MOExq7tIY3cmSUlnHTKkDpoGuCEe7JhRh6ntSrb67jkosR0xXFEa+N/bcHY4MBhNgJlztRzZJ2c2VQ5mRanzn64+wTee9ymLQJ7oK//mf+Cn+k7/xu7wsEayAeszFoqwxc7fQU9VtSlBBY0OUrJwG/JsScFcP+Hc9PQAWKZ2/ZsCNtYIIXUinUMwAdBrRlsFTsrtcTllaceaLYrCKtBZXrUKunPhOJtVzfFBKUz14yVhAA+kr0KO6X55jAnPn4/3hfgf0SDIuDje8Xp1xMe+puccEVrXwYpO4vPHdfEmFdw83vFiveeso5ASX23Pi4cD944G75jYDD0vhpSr3jwdEAg/GI6A8aAqsS4s8vbxPevYpT/uBbx382j5755LuyWecxY56nDAKKWZGjSRTOpl5t14xTWuO67ts9kfm/indccs//vp3+MYHv8NBAwwXDPuPOaZ3KN0nPA8dl4xE8x1et5k5zhPhg7tcvfeCOzd75PJ95oePGddvARCulXz+gPHFyNe++S/wyT+Gw/6cO+EGE3i1Wp/G+2d2zqPj9T8x3l/GO7xTXv3weOd2vN/EjnvlwM0qkPIiu4epuZivs7CejwSpRK2sBY4lsqqFITiXAY0Mc0Y0cbSMlBVJj2QGkh4QbXyoo3BkADVCFuZQibkj02N5JNkIKFk6CEb6ivSoQms9N/CX3oCSTyao3uPzzavii6u2kEhwkjDaihABo95Kk4GINn6Kt1beNAwMp09wImw0cwVsFngjnidgrT3jG7naKiUVd1rvQsVKBFXCBHM/OyKtirvyAAlimanSYZJ5etiwWe2JNpOBoQSmyekqY8aJxzXTn4XGBzIIiohbdPzktzO7X++4Ls1pv/nM1EYwttxUVr9vzFMLNYTfN8fLaczH+kbgJ8sc70HLzgtypVoQR6Q0uo+RmpOKgyloptaIYOTyxsZCawtnpplgtsgNbbQJ1GmYJk3F62Us4gi+fI5z/BeiwJGgJ4fFopWAS45T8YqxtspZlVZRCjX5ApkxQi5UUTfYa4BbNSEGb22ZSqv4SyPRqu8g7DbBdTlOiExs8kT84eqkUrQ6mmOcWOeiwr/3Y1veCyP58ow/dFb45f/rOf/Tn3qb8+2av//pa/7jv3nDNnT8O98a+Ovfm5mqcdDI2zJzTmG9itwZEq/3R95/UlkPgdgFLvuElcpxnOn6hmaYoZN7yfzEO8KD6RMO6ZyqgVLdtrx1Z/1hsBOo6hX2GzsWa74JMXvshNtnF6xTtC4tIcilUIKHpIEQtTJIgEZFngyPqahGqa6E60yR5P31GKs3pbRlfi3nh4v8fZA3HlUVcnPhdOmib3CU2MJNv/wtKvIKLRFFiHcqOQq77Zqz6xssKNt5hwikbmTACb8Py4SshVoz2YzDZssA9GFGgLz7lNAXtjc3fPjOd7i8+gSzwjpG7r448sHXf4T3fvC7vLg7nE5jYkYVysPH3BPhxcWCaiibbeX52SXn15/wev2IDDz+wQcc7g/80tnvEvVDdt2f5OKd/42//nd+gl/8mY+x93b8zG9/n//j6R9jrco3v/kx4z/YM80f8aLrOctHZPWCbb7D1gLj6yNnxzW7+0/I8ohDfMb6YMjdPdOT99p4r+irgIUVw3vv885vfMIn6VuMIWIz3L32os9CxgRGIpJ9Y/LqrCdjKJkntqVtbvn67vqHxvumbZa2Y0UIHELho7MHPBxf+u3iQKzJ+U4GI3AvjDyx3heEO59y8eIR1s2c1Yqkmc0YMVM6O7bx7iLaKcBkFazD1Ohy4tjCV/vaM0tPlAmxQLaOwNUf/Hj8Z3BorSdOSBU7iTZCaeReMaK5GapwS/j1FjquIhVtJnMNaZaG7LbZJGrEzFWssrS0RU5onZ/IieSApNuf+Xu7N46DCb5ga1UkCH/sR5VNfU09j6zDjv/1H13y53/iCu0CVzv41X9wSV+Vb7+95wcfK7M6CnJPhK5OhI3Q2cR+DpSxY54zUTMVoRMhmFt6nMZ8BQnCej0yrIQx9yfuZK0Q3M3HN7V5mUn9uixu7zGXNuY9QPrNMV+ToC3B2zeahumCBAmihe4NY8WSPatrnitWAkWEmN3zR9Q94qQRk32NXppmXloWfG43c919beiXNsRHAL8DS8vs8zm+EAVOrw4rFrGT342TpqSx6f3iuevN0pICV+x5sdNVmGRJs6YRqCr/P3dvFmtrmt53/Z53+KY17b323mefuU5VdXVX9eTu2GnaQEjimBYxFmJShJVcRggkuOEiigApQuIqiDuEFCASSIiImyiMwiYOxg44suMe3d2uru6uqjMPe1jzN70DF++39qlKty8sd3BVf1JJZ6izz9pn/dfzPu/z/Ae0RkWDkz7xUgCIGJ864TQdDFfTmX2UQoxpl+sFVEjx8hmSOm7HwJSPaBX59fee8l/8xbcwFsa55n//l8aMyxyTWX7+XsH09xo+X3WcjjtuVcKjnWbiPSPdUQfBd45cKwLCzilGXvGJ2YhP3Dpmt6tZ1o5j1aCsQXILktZPu24DEoh2cB8Wg5bExpeYunc/EBz3waRZSEXDBY9EhcIT9J42E/ExEbjDICOXOEizJX34M9F4hhyuwNV7EQNp/BwGiadK4PIqEQJdTB4NQQVU0NT4obhoZNjv2hBpdJK379dasN8LC+Xgk/RxfyqETe7pBKrWU8ZIuU7sj50WRi4StbnCOzHtx88OjjheLtnOZlxbLHExcHF4SASOLy8T3pUw6WqKZk0WI5c373IxnfHKg7fRCk4WHefjioPtjuV4xL1HbxOUsByPOFxtuJyOKTdbdqOKVx++zbOTO9x78B5d5hAbOV47vt284E/91XMmF79BeH6Df/Pf/nX6b/8McTVjdgKjYsVb7YIj9YynYQwqcKs+o/Lg/CEX2SVZa4hVQFuHeMWRug+37sHR+/SPP08R3yOU4NyrA94j5Y13QCq6bMC7SXy7KFD0Oa3qME7QSuhMT1lrCp8OjfOxRaJi7l+wzblS3zz317jjFoQo/GB0zLV4zmQHr67OWFeKwrX0NmBchfI1UaWYizMfcbrA+IZ8eYA3HSoIa5XkwjuxlGHHLoOy0yzzxE/zwaLFIcEzkp5lnpPHwd077Pk2iSNXFC+uXufH/dHDOsNLWoeIT5dFhETo9XteR2Dw1wUY1ieDAopIf3UMwp5BA4mv49VA1t2vEOPLgMwrBdGg4gnJmAcVkuhEDXQDPUhQ9UA6T+7Envfu1/zcFwRUi1KRf/nz2+QEbBSzMRRauFVtOZxuWazGrDZQSYbWW5zK8U2Lsun7jJ1FbKCoBDMK0Ed85wnGo7QeApuH9ZGEVOPFJdfrkCxHkpde2h547TBRk2i7aUK1vwxLTEqmELniXcaQCP0hJquUYF5OUIJKrv8hJnKwgislfuyHJPaYpmFhaAqT723K8koCEk8k0Q32Ts/79Z5SDBzZtLF4+cXTsCAj/EQx/5EwWXi96sjypKLKlGDMwN0wkBmDGJXY2RoY5N1WK8xg658phbeC0ik6Qan0Y2M0xmiUjYhRZKKw1qCUYLNElpVMMDalFOdGhilR2sWKRDKjkEyRW41oyAkYC8oIKlcYlfOZwwO+/eSMrt6hMk1uFHXbsFqtOFu2iM3452/Pqb1mbgPr0tMVmidSMTuY8LizXHi4HEh4X/rEnOuzAoUnzzPmpWJZNyxXawgpj0mMZlSW/M1ffp2ge5RRZMaTWYU1ybxJGcFoQTTYtOVLfgSDuZKomIhjOrlpKgSr058xFnKJaJN+nFkhU2BVZGTSWkoPNyqthTwzlDpibCDPFOXeJZThpqYFh0BMU6NRtHhRKBWwg0FDr2CUGwqrKK1hZAylUmQ6Jv6P+iduYx/T53p2n0m5ZCSGkSiUalO0hwGrJ5wfH1/h/eLwAK0N3k442HQ4VTFvYDOacHHnNoctjLrAxZ3btOM57XjOtN2wuXWHvjzkcFkzWqzppoecH8/ZTQ+YN1us0VTRcDGfc3nrNvFgjkikjJbNnTtUZJzfucO1i0sW1yZsb91me/cOITvmNW6gfvUGetGiMg3nx+hr98le+yqmPWR19DrVtRts8jmHVeD+YUWoCi5lRF6OWKxus5spdllSjI0+e47+8gMUnv75baK/QH3m62Svfe0K7zFep3n+Gp/5Kz+gNR3OVBi1YWQ0ldaQpUuCzwNd7rFeY0yHyzxRAofNloNmg3IFuJwLe4RCOA1r+rznxXjMXfcQG2v6sgOTUfgdha+Y9BMqWVAiqNigtVAYw1iWFKZF6ZLDGIk6MB6ae8oVWyroR9RScth4OjFY5WgOnwGwk0CVbTBmQxEsR8Ezk0A+WpBXi58avAOcZj1KJy6HkcRHQiWptR68ZPaYTzE5oPWgypH0/3iVyK77X1MS0Co1tJJ03dgIKksZUMaQft2kr5PpiCFJunUMg/1HTA2TisldXWISbjBwg3TiS54cKto6YpxHZRotAQkgLqI7hSjN8XXB98Iog13e44xj1WVkY82mLfBtRusgKs30yJHloPB4FXCqI0aTnAoHzOvBu+nLn90lnySdiPPGpPgIcKADRtRg15HUwJrkL5aEOBETPCo4YkjqQ4PCiMJGj9KJr2O0YFRyGdYSKNDp31XScEFrwSpNZiLaBKyGzCZxCmao8QOtIEaI0ZP71IqKBjM0oi5CLgo7GORmSqWzRKdhwU8a8x+JCc5U5/ys9Xy10cSQJilZltETyAYH3TioemxQabIzjOGU3qeRJl8FAGIkkw8vM0xMhLFMND5FsaYDVyVjOhtT4rYZfLoTmz6NNnRIpNssy5LPQAjkIX2IlDKUpeOgHDMalXiXbox7/so3ny0RHfmv3r/kl04MI5vzy7LjkR0RcZwUlrdezTjQjn/8rOU7lz3/QqeIJpIPsrk92TaGQAwBU+aEpkW8J89z7nQNq/GIzifDpH+yAQ4DfwhSJtX+VpOmJEnCHhnMryRNxvxefmgMRgJ9HArNICG0WYZEh5JEUu6Co4hJai7DGlErReccPhiaGED8lSN0EJcMqWLABXuVtrvruboFaEiuyDG5Su8zwj7uz6gZ8ZlM8V0TcH2dxsiVpVMjjuol5eX2Cu9H9RxXaCQmkixqRZCcDEUbclaHOdPlgibkbGcvff2PLu6DTNnO5lefldniEpTBj04grkFpDjoFrqHH40cnZCLMz3f0ShAKumkBszFHzzdEtWI9f53QafzFq+j52/jnDiOCunYOMdK8O0d05Le7Mb/wVNjmGX9Gfp9LXiObR85OhJvZAVn5XfTT13jSj5heTJiEd5Cbz+DB6RXeCQHRz1DTY+Jyh+gd8RQ+tX7Mk5tzmnaGhFmy5WgXABQogocuG4IWtQzEdU3Wm1TkRRjvAspPEt4by4HeoTJF8CPGMbKUQBmmLy0jGCOZpwpQhB21Au0KXNJBsKEg0ytW0VK3RzgFha6pdVoJriWSdT59ri9u4sWzO7hkdHkTIbA4fMhseYhSQrWp2GkYOejsT8FKFsiN514WeL/OISa+jNZJAGIHJeC+NiQOjSIOyh5RDOZ/oF3iZAaTpiEfpBhYlcI6rU8rEWLy95K9L0xQaSo9cHUYUsf3NZ44XPZ0isjZR/Iop7BFqoeSGZxrsZKjVVqrb1uN6Mh3HmR88o5BqZ7PVVuWTQ4FEBpeu+4hBpZtyfll4Pg4iWpyq+np0HqvhA0pN1CS91v0aVpz5BxbY9P6fljR7Ws6QPAhqXhlX+Nlv/cZpOSSQqqDJyoGe4/EjbQ+xaB4F/Em0RNS9EQytRVAx4CTQBYUbvhrVUeyVnGeEIV+IHPuScJROYxLjs8ePRCPoQ1JdBN9TA3rsBqLfp/X+FNGMn4HQ+wMJRD0XiHl0rrIGOzAM47eIVlqZNwHgG3wKeOE9J5aNbglDoehEk9A+A8/U3B3lPG1Rcff+l6TohlEob2ntZHSGbxKkwd75aKcMpO8JMl5RXI81SLD2qbnnaXj3vNLJmM0sUh+AAAgAElEQVRHvtN4DJmBPDN89kbP37t3yF/+Xx5wkmW8dWJwfc6fP9J87Sk82dRkOmfTe944HfO524FZodi1gceXK7QYxqWldVDlmnq9oRo8IDCasrD8p794l//pXeEfvFijfCLtBiV0YdiFapWciEXQMV6ZOKVHD6u54WcxScNFJeNCNRC9JQzp7YM9eQqrS0QyFyOiEkdBfOrg+0GhJlqR63SzCthEfgtDwbrytUkrqX0+ViCx75N7ZhpXW6WSKuynQEX12B4Qd1CEPq0VyyX0O1wzZXF0mzrPKduW6e45bSFUyrIL+w/9AQLU+SgZLLqeZlIlOAx4P6qfcDG9zp85/Q1Oxx3P73+R3+xPaKcjvM05Xj/h6fQW1hmaYdKmY1rxMrihegEJATeaY1xkezhH/AgxPS8eesyrL5j0z1G25ezRlzh++m3caUf1uV/jV6YF3/w7n+TsLc3paEXeK2a3v0Z/ccL26QEXtwIH2xP0/C63y69CFQiLY3gBWbYl/NwP4Hc+j3v1EeX8HZqziJcJIVTI8pQ3f95x+mTJN9QU5TvOzCFjtcCFGXn7mLa6RdEu0ukVB0v9GCEf+AXeMRmUHHu8W6XIfIUPG4zSHGCJYbBgYPBn8UImgSalN6bDcyCE9CRCcBTDQXZJ6yvIBTd5QgjgxOExCD1ES8RhyGjnZwQGG34R1tM15cWIUciIEij8R2LI/sd+nrksKW+AoFJ0QuICRhjUmOlJqkolnnBV4iODkUoq8JLWVfEDmE/ZToEvvLpgmgmXneJb704wA29XQqTXPZlLXD4fBl8cBNxLzIcQyVy6VOuYQjuj6XmxVhQmoo1DKUNPUn15A/m45is/0/ObX52C23I6TUKNkxsblpuSrtdsXUDpjINRx+GhRknA+UhTu7QuEg3OE0zE9hC1T8IMLVgLX/zshmfrGd9/0qJ8ikGIKtLHYeV35TI8ZD0NmE+UUhmMVgc7hTjwl9TAyfEucSxFUpzFgHkIg61IGBz9B8wPb0wvQ4M50Au0DAliaQaQaCJ6bxqbQoBkoEIE1FWcBWGwbFEy1PifsgYnzQQ8onXKJHKRUge2Q+CXGc60QivqkCYvb2QB5xwPKYfDem/1zeDz8nL/ZjD8jTcdt49zytzwlXnF33/nB8yOT/jGZQvaUABkIFGRSbz6mlFFlGhC7Km0vkpsjQPBWAHPpOD7G49/v2GUpV+7Mc6YT0oOJiOeLTf8Jz9/ynq7obSGHMNoUvKLswPuv1jiJGM+mvDdRwteO7F411EWJc8ut1w7qOidhxCoe41XEbZbqtGIerdj3bT0Ae4cRMbPDVvjUR4EzVgFaoAQsWbvnZAKwj7fKoWwv9yF7onFGkUQR9SCQSdJdxQynRRle0PFPYVZVMSFtF9NHhEKnB/6f4XgsSJE0Sk8cpiY5Urjrrwb0g534LkN7rOBTBJhT8JLjtXH+emOZpRnl7TXDhFVMFm05DUsDIzVluvPngCpQS4vn7I5PuCT868S3im5f/oWhpbKtziXY6TFkRN8zd5x9SDm/IWDv0P4+QvU4hrXX/l/+MJ/d5Pyc3O+fXYbZyuO6w0A62zMvN2wyaokjyUyaVsuqhHXmjVBYJtVqQE1goqO7bU3aFbvcvmdG4wyIXteEMwxl+46R3e+TnxYcP1P9dA9hQPB5o+B26yO73Ht4XcZbb7E8qhBPfsO3dgyy87w8jrmB2dww6J+/ybh8AH6eUX49AMKoDn7RHI+fqxpM6izKSd1zmMrzP0lMa8oYsvWjJCwZHnjHpPF++zxnu02WFXRh13KxtzjXY9QboP2gkhBNEDeoWKLayylWVAQ6PsJaLB2Qw5EX+CCpYkJ71ZBHw7I9ALQZHqHEiHflPQqEVeXo5qD3QQXI7sRlLsMcRXbyRLQ1IerdEHTGetsS1VXPxV4h8R1kWG6u891ygi0kphm+xynLAitQEC4YQON6Vm2hv1RJT6kfD88iLqq8Urg5189Q8qkUDqtLE/yHWV1yMNlk947BDKPxqLpuWJkDpcsiYFcQxCfogiCDEkZwqYzbNocfxkYZULEkRUaGwKxMDRt4Iuf2tC3PZlNFzeVRebzmr41aDSdclyuLDNd441gjaLtFTaBJwUVe0kyeJ/YSDoIrkuTb5VfUvqKWtJZCYmX2KqQsq0YlMP7IXccGnOVohv2M4GokppMRzU0cGBdOvNSBfYD/zSZVuohTJbY45VOLvWBFGUxNDJIIi8nlX0ErTAx5UtaUbjhXEkk7iQqSSdPuiBYGQwa5Sdb4+WjsOP91/+b342J+R3IVIKeEU8RAq+p5Bb5wkdaq/giNVYX/E5T8Ga24l4GX+1zHvU5KynIfMNOKYphRAnJw+bLeeBfvWs5PRjjjLDY1ARvmeY9z9rAf/sHmnd1T+xiMvoLSc2VRp1y5aGTnnRgqyhkCJaeMnq8KAoV+WQW+aVPnvDK9YLlruPpcseyrnHOMS4rjsfl1ffuQ+D52tO2W2ZVlpotiRTVmM1mQ1VkV7vUEKAsDLnRCIHlIBt+vtzxN9832M6lwLQY8W7w3YiBfpC8O+eSFD8Ifgh5U0ESOTuGK/OoFJuQXt/eP0hiumemW0HEkuLuQdF7d+X3s5fj7x2S9+uRK/ftQSnxQdy54K8OZ+BKvmiG/C1IEzwdkkLg1/+jv/ix3lP91n/w70YXA+XZc4oiYzGdk/XfYJTD0bNDMluz9CV9abjb/5BCDnkvXGcy/g7XfM/99nU2csB356/zWv2c7xUHvLF4cIX3d+e3+YXqq8zVH8A9A11BvSoof3gT/+d+g+3Dt3j8jU/xrZuv/JHx/lq3xmwv0H2NNYb21mNOX1SYN4TZZ96HRwb39duY+X2cc6znMw7kpZeLD4GLIMwXC3ZHI9CGahHhRKEfGfzcfQjvHKzgs08SH+IfvglAs33OrzV/hVc3F1d4XyOMY2Cle17oQ6auoe+hMjtiEOqQIyIcnD9jcVCgYqBs04227zdkZVI5SYTMuR/Bex7KD+BdfgTvXQRLpNN7Imf6/UJd0sXDD+HdyPmPxfuqWjEdDAejwLgesc7W/LP/wz/+WOMd4P/4lV+MbogAyEJy1FWSsqDm4x6iYldHegmcjjq00jxe5ByNd0yzyNnWsGgr6mgxtDSDyeoe8148r44Ct0832CzlPHkPBIuYFucVf/D+KZfxj17jjVao6LFaiLEnE8ts0nLzqKOYRvo2UvfptuicQ2tFnr2cQvgQqFuDip7MBNAGhScaAy4ktdYHMC8axKYaH5sEpLpRfPPREdr7K8xHB+hE9nV+sC9xia8aw0u3c0ThhJQwfkVPSGonSJgP+kdrvEGuMO8k/gjm943hXvixx/wwZPsQ5n0MPxbz2snVmGXvru+959/4u7/xE8H8R6LB+bf+9m/HlPuRvqc9IakMnlwCIRqOTEBEsQmRSjqOFTxyhk9Ij8l6RtZAcIgu6HcNeZ7jsxHPTOSeRHoHX743R1sHIiy2Hb7rccFzfDDi/edLumjRmea/f9+ziAOjZ0jpvkomjx8en8nAFNfir2zD75aBf+eTM7y0XD+YcdFEHj49YzzJWWwcTe9QSnF7VjAuNEpl3H+xoFdJqTG2lrKydF1HnmcQI3XfUxh15fKc/AgDfd+jxGKN5j/+XUfPhsgQ2yCK6JM/QzIXTKs9FQJeZGDIJ6D1g3W6AnKtMcO4sfcBHyN9jIO6KVIoRVTDDdgPbHjCFe/oJaZUkoeLJgSHHdZW7F/PUGTioBLy8eVr2v93FSURhT4tr/i1v/6Vj3XB/8Zf/Usfwns+BD+K9yi3IUTDvAy4axF/PoLpI+besdzcYW4fEG0kDx3aLOi39zBqQ+hH+GzEZppj9AvGizHq86srH4ywbFHdCo9CX58Rlu9S775AGZZ8/9lnuMimCJDrkvvZhGv1cwAKXX7otXehSd4w3uGLxC+ZT9/lzukzvLSYOz31k7fg4Tdxh0dMLno2ekrRLfAnJXb+HHX5Cu3iIcvyJsrXzN8/Ib6+pKGllDxxJ7YRVQVUOchfm7SyiaMHbOs3GesV3/z+n6XrL8hMiY+BC5Nd4d3S4GOOSPtj8W42SbWmgDAeMT5fJLyHAe+Tmqrr0vdK+WPx7qVBK3+F99AfYOyCPliUdH8o3uvR4Gf0Abw3kpyOJ7sRq3KDiULVjFgXG77yX3/nY413gP/zV/7ChzCv6AGwStCZI0TD2IKqHY0x5OIpdc+6zziwLWJ7tNHoEPDaoLoetMFnI3rtKVyHqJzZuAHdggiuF8QnHouphHY38Fys4vv3x2z9MH9Wkkzm9ge++vA/994jTOHSShI4GMPrN7d4aSkLS9dF6g3oMqB8gXOeIEKVOdARjbDbKXqxKF+TGY2yaQ2vhuTPAMhA/AWQoBPm0yCFIPDV79wgSE0ceKgRfYV5Bgm4F/1jMR+G165Iq72Uiq7wMeJjUs6qYXuRK/mxmE/MBPWyxssQ5jkYM/5hmN/3Nh/EPCFxsWLKBsJEwdmI9PCv/b1/8BPB/EdiRaVFMNoTsIiOuKiwKJxR9EGwRM6iwQl0CpZB0ysYG8cTJ/g2Z9kZos74tG/AlATfY5sFr+YRMSWl9DxdRCZVQd021E7ReceoNLxY12hRHJTC5abhS+Oe/6s5QUJKOt575uzZ6fSRznoUFhXBxpikdkGjteZhp/mdZzs+fSD0ztM2DXXvuVvkvHXzhK6H3/3u+4wLSx88EhzTKqNpapRVODqUCKMqNS5d7zFOcXIwYb3ZUfeBLnisQJZlHI1KWtfz17+g+P6y4tUq8J99a4PTBY5BqicKF4b0WElZIUkKnyYqaIO4QZIYPYGB86IkOXWGQHZFEE47pBiTZ7MM7sNp2jjwHoa/M8Jgt55MGongxFOQyGaK4RIj6cOc5Ixpn6w15JJM/sI+xI0/+Yb8j/tkoSNYUJR43RN0QR4DXR7QvkBJZBMFdwlBGVi9Sog9ZVixrQ/wtfDgTk3UU+4tdqDmRLMhy/6Aeblm07yKG3+fbLmDmcG/sOhugvclbtQSX6xRkpObh4RWc2v8Dhvz55DQEGPgld0zQlEMePfkF5e0ZYYrx9iYoXuPzzUSFFprFttPE5Y5r0z/Ed6NyBdPiW1BPr/AT19F92B+4FDzM2S0huWOMJ1z/NijVEG49W2UXKd67X3i+SnSlDijyD6xhPdH9N7SqZbR6Blqe5fRJx7gj55xy83wz+5xTX2Ttx+eEI9upoY6RkQs50phxNKjMZIas/HZEqUUq5MZ4gL2YoFtupd4F6E9nmFfgDBKfKcrl1jB2uYK7yoWxMDLRsfu6DEo3V+FP+7xrlqDy8IV3vXyGvHwxRXeIeG9G23IBrxvyjUff8ZZekQCSjs0lqgjISr0kO7uncYGoe0EpzKcS7XB56Ayzy4YfGdxqxQoPM8bgs6wPqCbDYX1g4Fri+9SkKXvPYil9R5lhNim+qSNx3eB0/mO9y4PhxqfGi8dw5Ci7Un7hLSHEVLdDDZe1fhVrTlf1xxWmt75wclBkWmNHnVID/4SKBOZOaqIzTzauURml4gSD9pccR7EK3RpiV2y8OhJ547SwJDF9bk3n7LpMqZZzzfeHuEkqS/VICkPPk2e4KUvTTJOlBQk68LgBZT+7eOQkC7sQ6zVUMqTB0gcvOL2mE+NTcqYiirRCSJxmAB9GPNWNC6ED9T49PtXNZ6UMp4iN9KZo9zesuQnhLuPwgTnf/yf/+/49LLGZxNCVPwwJILvTOCGWrH1FU+jYjew1gVNSc8OhR8kcm4gRZl2xU1KCtMmvX69xpiMPNPUuw2vnszINXTeURhLiDGld4uibmtQmvl4whrhVx97MJq1z0FDH1qsOP7S3LKpd/z6rmQXDa/alr/8qYr/8u2edYB/7xXNsu2olGZa5Sx2O16sOk4qzafvnqCs5dH5JeerBk/OrIDWg8SA1Uk1NSs1rYNrswoXHMudT4ZXgCjFdrsjKqEymoORQYkGbSh1Cv58etHxN755SQxCF/0VYfqKdxPTj93g22El4vfjT5+6/2zwYUmhlwyTmDSy9KSJDkAX4+CYnB41vFCRiEeQ4EHS9CU5aUZ0EDqJ2JAyX+CDI809qXBYj/WJeBhIu9//7a/90sf6Ruv//S/Ful7S5DeJaM6u18QHJ0yu7zhonrDZnLLpK6QorvAeuh2S5XTV4Yfwbs/eZ+ItI7ugP/Rk2/cJ9ZxsAsG9YBrv0k2fYKslvj5It7hMI6Kw2QXb3S1GBhbui7w424HR9ONbV3gvmnNuZDlBf4tHizcI0+ucHrzNUXnBez94nX5yzKfUNxB7yXJUUOQaVs+JzZxich8+PQVr4eEaLnueh3scHt2nXt1NnIfpA/r1bUalJ+5y5M0LOHkOv/sGsUvKsZg7fHaf+PgVTBXhn/sOSjT92TWsTgU5fO+Ab733RYrNilWeU3iIfXeF9xBBx8iuTA3kqGtxA87b7H3M+gbWGpryIZPzOTHC+ugSu7jGHu9Vn6YOW6OxWfsjeF8dLhgvDlhNL67wbqIjSqQ8m7I5WjE6m7CdL9P39QG8e0lTTBM0IfQfwvuf/1vf+1jjHeC9v/bl2K6g1xoJwqqp6FXPKArjYkMTMradJpJdYR7VEIMlDKuWPeYldkxLg4ltqmlBiBqMDsQuMpkJIaYQTFGJV2h1unARFC50FGVOFx3vP5+CSeZ7e8wbDW8cLKl74cFuRuw1B2XHneuXvPP0Gr6LfOrWAh8U4npsrmm7SOg0eQbZuEdZQ197+s7S9I4yH3ibw5pOlGCMJ3rBFAnDvk0TGYAokdCnxkjHgMpBSfK62df4ZhP5+g/HBKWI/TBtEbnCvEQFMamllETUYGzsB4Vi0ILxw4ppv+0LiRO1x/yeYxkY3PiH93OPeYXFSY9K7ONU4yWRs0mDsZS07l9OddITP+TLk8jmA+Yj/PLf/c2fngnO9y48n6g0s6rjsncU3ShNF3xHJZEb5Y5PS84/bFOi9Sj2xOiJkqH7jt5m/CuThmpk6UOB6z2Pd4rzVUM+njKmY4PnxsGMx6smcUwElHKpg4wtb9yYcREMy0VN2wVODyb8aXuJ04YyyznIAr+9nfCV44iKjvEo4+d2K74mM27GHedry8/pc2bjEaud5XNvHLPbtjR9YLsIvHlzRhyasV3fYKxiVhV0feLIbJqOYjBkMoPGYlSkTKZJkVNk8HSxpu0hRkfjPIVRjCcTDvKMzjvWbc3FpuO10xNOZj1/ZiT8di1UcUcnOcQMvNApl9RWEsiipwuBFgazw0QGTtkjKVgUUYP76JBR5Xu0SuNFpRT5EGznh9vCB4VOdjBu8vu8FpGUnsxwN9KCGZqqyHCjUDqtBPc7XZP2vSYGRH/saz2LjeZw7Ckn38OPN+RPfpaYLclW55heMTr9HabbVzhbv46LgfLamhg9m+cHTFeP2UTD5+dfw82WiDkiKIfUR6zPe0b6NcjWdKpjLLdZd1t4XqIrCHVJN7Jkq4g97PBnb6LCmkjFwfHvcTBZ0Lub6M0T3OEDFuPPcnL4j1Kh3BxTZt/n3ZUw7s9Y3hbu3vj7+PYeEhv6n28ZX2yRZ6fEpkQONF5eR8sZfv4YGkW7eo2TC0tYvM7EXNJmO6QpKXc58U+/jdSTJGP/zs+gP/Gc+CCnqwuiA7MYITffQ9lT/Ld/Dm4+xm46+vUIk5+iXn+PN+5/l3enn6Gc/g762T389IRyvaLNLNL1hNAyrVuW1VNWGRTtK7TFe4y2d9mr8Kv6Dr5KHIGqHWHCllZaipDT2o4i5GRsCR0viZNDza6ej4Ge2VnG5lpyJ/ZicBLpj3eAYXvSECXD+P5DeB+dz17iPaY0aNlzKH4KnsVFYFYFRllP3yusGVYnMfH9iqxjbgPPhhpf+JYYPFsNWUwuvG/OdmADMSZzyK4vWbcBk0Wy4OlUoKoytrVPxEubrC+C7+mUMB17agxNo4gE8lxxc7QhaI0eG2zc8nx3ws2DBSoarPbc6bY8YsxIt3St4rpdko2F0CvsoYd+oAFERTHqrmp8F3xyJNY95dBgh6CIcaA2q0AMGp1FlIp4ceRlTt0G8Ck4OYRkxGrKDOjSND0ENm1HWWlsGbhzZHly6VF5h8MgXhFFEbwHSVMZHSM+Dpl+KllwGNLfwdAQpXicZAUSVJKrG0kiHyWSPH/4QI0fYBnpU5yIkSvX10TBjogfXOhjImvHyIcwH1QYBCmpvifMxx9ZEf5xno9Eg3OsezY+sLnsedEo5uWGeQXPXc6zredgojlThlekpQ8twXkilqUt6TIYNzUX1nFed2TKk00LbHBIXbNzgikdfu14PzZsXeK/xCDk1mJ0JAstLzYZhQQ2WlhuWraNx/WOc7F86TRSGOEr+SYZG2HQwXHzqMSuV4x04HyxRLxwuVxT25zrLyyH0wnvPn/B04sNtw9z6p1nV4AtZjw4X+IdjDJo+g4fFYtdn259WaDuA2/cPiFTgW3t2DQtXetouh4xhkxBHzy9c6xUwLU9TR/A9fzud97jtdvXyLKa09aw6+EXxhla13xrFbitW34rm3B911EHxVYPKeAR/JD2e5XkO+xQewI2NdlDw5GaE4JHVETxMuxuH/zmicSYqGV7y3QdU7ZJHG6sIQo6aLwamiBJjq4zIh2KLgPpEyM/oAnR/ckB9Sf0VJNLGp2hFprN2S3G5RPM/D5N/Uk2fUu1epXu2pxjeYhsW/onDl8a1nLE9u4Z0+9nuPNj1CZH5o9o1T3ybsuIFyxboZh58tWSpVmxcJGMivOtkAlUfo3uF8RCoW88Rz+9Q+e3yIucyAHLzHFw9/ewwXLCb6UbIQapHlNnn+aVJ/cp5++RX0wIL14jHz2C+hXs/ffwn68JjzbE569iX3kIzwyshajuYL4u5K6jG12StxYXFZKMM4jqkub3Z6gvWsyjY9T1x4Qzh/g1xUrRXu+xT18l0OGnU/Q/83V45wC2MyxP4MlT/Cc9XGuZbHLi42vcZolunvLMG27oJe/Mf5b5+ZLNrmWmX0FcC7TY3Q2cFqzr6MVgYk8vlm35PocXxyBQkBFF6OdrijNDHgwRRas7JILthklmHohRQcwpn+cILfoq7mVIHDcW6SIxK6gPN1d47+bPGZ3N2VxfUzyb/VThHaCyHhcCXR1xjSXLG2wW6V3ObgfZSNPHgpl19JJkmuIjm6gBTSYdjQvQCxqFqiK+7zFNpDUWsS1hp1niaYMB8UiXYaVH2QLVNrR5RiaeXgtN4+gbg489rTfMZzVGw83pi6saL95jJ5HTfk0h4PukAG1rwVtNtuuJuaGphaYOVEWKNEidQ45zAe+STYkwTOB9TA1MVHQIWa7I/A7IabxPq60YCSJo1Q8E4g6TGUIf8EHIQ6A9t6iJAtNQGaETuDc1aF3zbBWZmZ4HTcE0CK0IqnuZP+hVIhWnLipNiQjpwmv04OCs00pWBvGPyFDjB2uPfYMT8KnGx35QcFn0kN4eB1l60ILuNd56xKkrzBfDHdbr5N/2TwPzH4kGp+4Dzy5bYhA+fX2Ko+X+RhiNPcY4tFK8Hmq2KmJ9ZN32OON5MzrWznM5OuQbO81p3BB9YNJuMCh0kbHY1UwKQ7QZJrboYPECu75Llt06Mj085HLTkGUZnWi8gOsCWmdk2rLY7BiPCvq+JypBhR6rNaXumGuP8x2Pdoa5jUkCrT11XeMDCJany4ZN62hcx7OlYvHsB5g2Y+V6QjADqyQZHh1UBZfbGq0MP3zvIW/evc66rXm6rIlOKHODHdJqTTGiXq65dBFl9MDg1xhj+P6j59zQHqtyltZzOvWslo4D3zOalvyL9ZaHvqXQFT9wnm64PYbC0kdNLx16aHy01igvV14VyTfFIdESwzDaVMk0ak9WhqR6EtUT1eC9EAIyKGr2SSUq+JcJJENWzc/kji/fPeTJM82vLtcESbeRLHg+IpD9Yz3dOrDuIAbF6aHDa8X64R30gSPrPbrSTH+4xo1anFHk7oxGFdzr36F+umKdf4GnbcUkNKh3b5JNHd61OHeMs1sMmq6bIuWS3Fd4ibitR7Id7S6nHH2C7ukOLQXeOmgVXfRYydDuiKw29OEA1fskMQ0Kr4Xx5GswPQbf0m5fobz+NnJxDW69Dc8s3f97j3LrWddL9AuN5Fvc1iAPF9DepDMFIdygH8zr8vCCaCO+a6n6Efz+I8KnHXHZER8YosvRtiDzl3D3+7D7BHrzAn51QjxukDNHfwqqn6B/c021slx/4vHTZ0jZgX1Bef8Wxk347PJrLPMzxv0xZ2tP1BUAapyTec/22hPyFzeIQIZD1ffobz1Ib9jlLeLBfWZnN4j9Ln32bI67sSM8rq7e16wW3OEWs8px0xZVB1SbVFGh2AHQjJboKuWv0Sa8v6E7rh17vBO+tlF0o2RaqANU28P/n1D5T/dxzrCr00E2nyaBxLbN0blH5QqtAplqCF6IIeKcxhvNadzSxowuKhaLjLxKPlpZ7FDeEQtDqAPKRrwxKQ7ABzxC7xpE56i+oyotTddiVUaMOjWoUaMkcXZiBz6L+JAmGyoENBGjAmXs0CGybS25Cogkibp3ST1qJee8Dkxm6eLXNEIfGrJO46KAZvA6iqAUSgveBYw1qJWDcYYPHt8ZohOUDVjxqBjxSjBdxLVhSP8OpBoYcBvFWNeoaoKnIbcNNJaCgKoyXpOOVWcYx8DSakK7l8YK/eBtI36YnGjIvH4pJQ8BEZcsO5QZeG1pAuM/YKGrgkpSuBDQSiO+HwjJL40IJQS0ckQfCZIUs7enjmtHkXpZ8sPzSBguADYERP3kmGcfjdNCRY6nI959uuabD1dUuaKooNpocg9x59kSCbGnH0JFYucw44zHz1fc0TmnM+HROWwwbM43jCclp6XmrVtjDooMJ4G3H69x1DxaOJCU6zTNhPPlhmuTjFIprPa0DoxSGImUtuWHG2HWdYQQ6Fp3tQ/OCsvKa4Iq2a63PFWBazbnU7+nW80AACAASURBVIeK820kbrZoa3jrxpjzRU3ddUxPK3QPtfZMBTrfMco11lq8D+jgmOUFQVo2teNr7z2hbhzXpiUxpNC0pov0IRLXawCc6/E1dM5jjGHX9TTO4bzmcWiYOcd7ZxsKKzR9xx88brECZ11OrDzGjrird1z0wq7boXYdZ8agMv8yeVwxfMBSjggSibFNXghREehSUu/gYpyC4VK4qQ4xBbyhUcMNQoXUpTtJlDgd4K2iod9astLyfNfx+7ueSfTUknbO6erwU3CjVZHiUDh/kPOQM/LKUo5aTDNDdxF2kWBqaHpKtUtJ853DjQ0vnjnmx+9yMMtY7sb0gL54iCvGTA+X2FmGHV8S7wb6H94lFuc8f3wCcoAt1xQBlt2SSWGhNZBHou7JnEIqT6XPuDi/S2kyQggU/SX9rqTVFrubsbFjQvMKPG+p+0PKvsLm91GX94guJ/oV47sdvraE5Qg77qEHpz3Z9HvE9Ql6tMS5Kbbc4puKXmli9Yi4mhK+9wx9cUIoB0nrwQXy3qu48VNifIIHbLYlXIA3K7L37tBKS729zng5Y1nApAm4ZoQKU1z1hPO+IVMt6yevEOcNyJTD6bv0q0Na/wy1UjSd4E8eolY3CIfPktJjL3U9up/MzXZr0ODubOD+iPy9fCDZJ7yHcke+LNndOcdc5qjc4O0WpYXgE38nb0vavEYHeCXb4Z8foI8q/KrnYRuYbg64PH1B1mqQSDO+/JPD6U/yUZHSBC5WwgtvMDrHjiK2SQend2EgvvbE5EpG7Bwxh+Wi5bDSVMdCvRQ6ctwWcqOobODgtCW3GU4c60UyEd2t0qkdM0euoakVZaHwJq1YOidoiSgCRgfWO4X1iWMYokaRcvm0hbZLa5vQwDbT5OKYlQ1ta1KwsXHMZ4LfQesD45Gge2i0Tx4ywaONGuTgCnzPECmN7z3dxhCdITMuqaqIhCC4YIg+4tDJKc4lTovVkd4FvHcoXdH4HUYcu61FWU8IhuV5og/UO03MFBKFw2nHzhtcn8Ix6z7J05GAqER23mNe9rtXo5LLvI+DAzLwgRovWhAfBv+yFIgqSggqIkON90JSbwa4NmsIrsBKpO3grAlkNtB7hYrDCiD6PwREf/TnI9HgOCLfePcpRmm019y5fsh507Foarq6wxvDunG4HlzomWSamydTNm3PqwcFhzPLerXmlcMCZSPvPsvRori/8zxrd9w6cLR9w83DGa3OeL7ZMrk5Z6IjUm9ZLB3VVLj/vOaktIlgGALRZujG42xO2zZMBJ5sOw5mEzqjuasHzwMN33ieuCxr1bLxDceVZlKNuHyxQilD52twiZiY5xnOdaz7FDLZ9pDpQNP3LGuHD8Jlk3b4bYCCSJVZRCLtKlC3nk3XU/fuipC3bjuatqcbzv8q1wQPs8IyLS1PtvBk6QimYms9J95jxoqqbmkWFzRlzvVRzpN1zZNyQpFrlNZXEr94FWmf4h1EC95DinpIDqB78jCRl4ZNQwKuKI2EMEjvIwxye43HiHDgHa5VvHCBG0XGQSG0wbE1oINHkVaZF+3Hv8Ex1YLz52N01FxXHWE0o401XViyxSNdwW7bErcnWBMgVMyPFK6uuXfQI1WGP1sxyWboz/yQ5YMK21guQ4Y8mjLNT6F8D07W2PUJ1hTknxlhFoeY5iln6w2qsnTLQOnSWqW3I/Ra000WuNGYsNZUzZrHGIppRlcVnG4cVWzJNTwIHerJjF0GJ+/OgI7q5g/oXlwn+jm9dYzDGf17FvIjdOhQdUHfRVp3F61WdKsK23l0fcymTSQYv5hT9Y5sXiLzx8TLHKefUa9GjIsnxBjp3/8EXdGQ9RfUPjUAoyzi44aRnWPrkrXr2TQZuvwMG3XG+KLC3XBUzRq5fDv9GXWBu4AXdxSj5S368RnqwsGLo4T3PQlyIOn7MtKcPKQ8u0V991Ei6g8O01GSo3oXtmgBjlrCRfJ6CSFe2Us0ByvyxZhJY3CTmkUc8YZe4MeXxLNX2MxfIOJxhefGNrJpO34aHq81L84DOgT6ouRwtKTxlg5FaJNPS+tiIpaLQ+fCrLK4Ho5HimJs6JqWfAJjiSzWFtGBlctRa814FPB9oKwUrtZYY8gLwVSe2MGu1Zgo1BeKokoyZ+eSezE+ooIhOEHjWO0iVZGIgkUWwVpyDY+3oNpIH3JiVOS2I8tLmrpFgsEHMAq2RKxR4BTBa5yAcalpqIMn9Gny3fURMDixiPQczyIoQ9cBLtD27op0HQVc53FREft0bNsCQhPIVMBaxbaObLc5KgR2IozEYWxSMfWxxncZ49yxccLG5RibLqAhdTPEKEPQ51DjTfKk0VElZ+WoU40fQjK1JMdpBsfnvY+Q7D3oBswrFRECZR5xrWLrPOMDQUxH9BkupBUYAqPKs21+csKnj4SK6j//2/9r9KGnDwrnoQf+P+7e7ceSLDvv+621946Ic06ezKrquvSFM9OcC6+iSIEyOaJES5AtCRAsw6DtJ74YejFgPxvwm1/sf8Ey4De/mbBB+4WALcu0BJkSTZMjieQMORxNz0zfpuuSVZl5LhGx917LDzvy1JRG8oPUJLsngEY1sqqzTkd+sWLtb33r+5IJsyr31x0xKIdcCQo3U+bmaNQyUghstxfcH5Q+Vt59uuPe2ZZvPbmmi0qVwGTOm5uWiN2p8N7NTCeBhw/PGazyeJ+52RUuzgIf7mdUOvoA9zaJvm+BkGehsDblskxohqemrLZnpMvnZCrv72ZqNtJiktRH4W5feHBxwR89fk41xSVQa1ud2+W8eOcob9xbYzW3AlorU23ALzVgPjexY+xIHdxddRyLsRszZxfnlGzsjhP3zjqCjXhWJq+ktGLVgWog10K2SBXlrbPY6NUQeXq1p+qKY56JQchDzzFCMGW6OSK5Eu6encynPqPCd9SRY2BaZfpy62FzuxIuJ9+aW0On7/VDaF/wNso6zbUaI+pmlOOEVGOTEqt1xxud8VMXzgHhn333wL/zIw/4e1+94dk08d/+l//Rp1p5Of5n931SwSyRpw05FFJOzMk4s4FOhHl9je9WTF3h+KKj8AyfX2czrBju7Tgz5/HzQncRuPzwjLD6EPLrTJ64f+cxoXNiOPL0o4eE/pLNgwu2o3N11bOflG1fuZLn+PEttCusLoRNbVuJvHbg3rOey76iGY51Rt66S/rgPTKV3VX3Ct7Nt/Tn3+JufEAoT3m6v3gF797VE95DiJTJTniv3hNkOuF9tRF8ikzdFeerLXlUDscN67sBjk62I/2qJ4cPSVd3mfvndHIfhpFu/5By8RH+4g51FTiPxxbsOHS8mK/R/SMOOhGDMOkF0+eeEkzhD84a3u+cM3/mu6TvPOI1drz/9p7w1TvwxSvSBw+ZHlw2vNsR0VX79XLA7yw+Ri+aZ9At3ueLHd3VGfnOzffhffv4DlKNSs8mGhcP3uPu3cdUhPffu8sbP/qU/e/8EB+NF/zo//rPPtV4B/jqf/pldytUFLO2PhwJZGA9OEGcYh0sLP04g9WpNRL9ik2cCR1c75xenasDSGzGEdmd85Ut7DFcHytBI+tNY5uPR5hmZdVVrqcILsReGFIlhWbQusIJwZhN0Qz7WYkpoNXIVK5nfwXzSY2+E9Zr4cm8Jh5uXsH87PGE+c3GKFJOmPfJMdMT5mMciFQsGuu+MfnzlOnXZ5Tq5FLZpIUVcaOUSowDQTOiTrWAZSB0rIdjY18EjseAV8geiEGoYhRzgikjiuRK7BvzYiJsu8J1DlRXJBihCiZhaeTBFgbH4JRnaHp7CLjtI9qeuAjfh3nTxvbEYHRBOBvgUX/DAeFyt+b1+yPvPV4zHWd+8Vc+HnPLTwSDc9WtyXnmohd+7CJyKIXffn/Pw36NeaZq4kfvD7x+J4GNZF3z5HjDN3d3+eJq5qoY35gL5289ZHLnjfNGcZ5eusvfk0V4/U779wLcCHTDmvv3G932ubNMUYWuQ8ybw68Iz0vgWa9412E3RzZupPEF27MEHvnMnTVPauVhjMxVGYXGOPnMZ994gNFe/J+/c8bXnu65OOxYrVbsitD1gXsX57zIgeCQHdaLZmUsGel7ahHy4QbvEg9x6q5wlgJTqBiRTR84+oaSAj/yWsdcYWWF62Jczcrrq8g3byLv7W743HbF+1cj4yzMHJlL5uzsDJn3vHhupAI/ek8Z1xue5dwE2QLf2Re+cBZ5eKfwG4dIzTMWBHOjjoUYFY097hlffIOyKSKV5ELnhdGVHjjDSG6sk7O3wN6dbqN8+0nLuurzzIczlOJINY4z/MOvP+aDuWP40+/H/42vy+0PwUeRcH7Dwzc/xK8H3n28YcMDsEtYdYT1hu1n3oN4Qy4XJApPPniTYfMBq9LzeDOgr1Umdzb3Ad5ERBi8MvHasukgrO+23yvA5RbSZ3rORbAM995dkb8g0G0Q8yZGjE6ZtnzwuVbIwzdnSEp8csOZJnLtuHgjcrCBTZiIs7LrJsbjl+j0G9yE+2zPLzAz7hB4cVMYpxv0wqj5HB8iF587cuUd55cD80MItRIceGzww4lahOGfb6n3M+sxU68DqYuQRyxmYr9BD29R+sCD1zs8CnHeMG4umaf7nN058Oz5Pa7WmXup8PypUOyCUTIanhLqW4ThGfzhQC0H3nj4DmX3Npf3ntB9GMgPL3n67Q2PnmbuvPGYdz78DOO9xxQfwZx5ysQ4E0KPeqXIzObpI44cyfeuSS5sn96jWGVderrnFUlXbLqR8flDptWBLs68mAa032H9kaurFV7uk6xQX1xw/MbME9+e3GM/7VexxCxKx8S9O1DM+OgSzqNArVhStsMN6zMlkBnpqS5c7884i3ug5/luZrVOVHfOl1zZW0ddu3UMEuHi7DZaoI1HdAXrtaBFOB8KOstS45eIZoVxbj5s7k6lEhOEOBGjkFTYrp2ZSC+GV6GSGEvbxroX94R7fcsqPEvcvIBEJkkgF4XkbFeB+SAwxJYBtWo1PtdIEKGWhOMElCFWTM5IoaJScEnEVMiulJq4c1eh1tYUZuNAYH1eub6u7MfI+apws1eyKVXBsyGh+YztvYdaeLSdqSUwzlCDoigvsnKvmzjrKu/uBqo5Iu1wMheIsWWwOQWPAhqoU0tcTwiqRikQktJJbptqnZFnmLQjMXN5ndrWGsbNEcwGxAOTFZ48jRzysrn7MV2fiAYnYTw667lIygfjgYerNW/dEzYJXuuHtssflO++mNAYCHHkvSfCF+4VdlPGRHgoHc+PR7ZDz01tIY8AK3eyCWUJHysL9ay0ltS8ED0xCIxdIvgi5AqyuFa2pNXOAYS63WDzkd3eKevIfJg515Zb8nQsZAONkedFmbRnY43RSUE55CNvnHfs04rtdss2BUqeuK7CG31Png9kh2NprpBdiqzqxLeuMqnsebPbcJAOEWdXDNWOTjPZmwlTcOMr33rBm/fXHBxQZZoz3y1H+hlCijw+HDlMMymuqGashg0iwg8NibOhY+uFu5vAB7vCm6uOx7sRCwFz4XKqbBTCPFEc7o0z573wrnZghkwHfuIi8Y1D5EIm3twWfud5o/j3tPu5N9i5ESxzPxpVAmMRdqXwxQcD7zy/JMjAzjum2djgXM7OZIlcbnNqP91X/6xneH0kXF8wP4FoF2zuXJPCkbPxLvLWN9gd3oJJ2V/9OH24Znx8h/6175Ke9dg2sz1mpseKPqjsRE94XxOZaznhPaYVEp35ODL0AyUbUQODGuNnEkEN19LMH5etB41Cp4ug/Esd9eYF+d3E1Q91+HsRXU+knXAcerJBd9Uxy8yL/CXCmePpBRsT6jpythXi00q62NJNPapHRhNej5F8cc0wGflyC+LkR0L/3gsOLzZIuOL8RcLtApFMvimodqgpk1+R2BLcePfbK+4+AuUFqMJVYa+Bld7gU+Ay3mBph/AaeuwJ/iayPXJPjmxXZzBkVukOV6vCgxcD10co5yMl7Zifb6irPXb3I8Klcl570rDj5uqztPTCiUeb53yXO5yVAz+0ueZrGdY3zuXFE85eKJM/YZoHwthT44EansAxsc/C3QtlX6+x6UhlzdWc8OM5WZ3Hz94mc6T/RFTof/PL9MhFitAnjqXQ9+1FLB2su0DI7UU7j6kZ7HXO/kVisz4yuxLdWPUDh+lA6gbqWE+YD8mJ48sa7ybU0HyP3AWtFSQSxcEilhyXSgza8pZomNdlTKIaCQZjFlZRmaZKioJbIWskG0BhHAdKNIauw21Gg+Jl5mwIHAukIbDtQbOTs7A6G8jzEVsJuRomToiBqIXjMaGaGdZKLc1DbCyg2pHcyaLNqNCNx8+c862i2UCVOsOh0P7/HHazMJsTRSm16X+kGtvBGWIm1Yk+KXtX1uvMcYy4GSErx5Do3Am1efJ0UugH4/k04BhulQfbytV1R9KRizuVDy57alLy5HhKzLl5RQUzsFbj/eDsxXl0Vnk6l3YwKCv2U4SuME6Cxxb7ox9joPInYkT1X/x3v+ZXAqEUghe2/WrJCQkcI6yKsSMxMNOH2AznaEU4i+K1aXNSiEuhdqIGcs4tg4lA9ULUgNSC4az6gdEKOTtibf1Nkyyx9bWZ4ZVmgqTeTI8AgjRba5FGt+Va0Fo51OYKHGzZFgqRfW1ADW7MNRCYebgdMCsMQRio5NBxLHDMM52kFoQmCffaKHxTVh3sixKscMDpgaHr2edM8rbVNUkEbWGWxRZ/CVHmaqgrM0bKc/M40EalugYU4XN3e96/HhGbGEJPRrkzGPvRuJ4rO2vFYrV40BysgiYenUUkC++PB5I375o+wG5uq/hRA7t5ZhUCK4TrcW6aI0/knJnnGUdZ94FNDEwlc28VGTPkPC1m7lBK4TYYD3d+9b/55U81Zf+dv/2zfrSBUArSPWaV753wns9m0i4ysiJygLOOfmp4t7VR1wfS0zNynehiBxLIr93QPT9rBo33j+jzC453XryC9/X5BcfjHnm8OeG9PNwT+7MT3m08oJf34eGIf7RENNx/SnUnXt4n+pHDaqJ7YWTvCFbwrqKzI94xWv8S76ZYOLC9G0n7GTkLbPUdrvQ+Jd/B5oluii3MVnvcK6VkxDrswiDPuAXynNBuZuUD49zYQOtG6tQ3vK8m6niGuDW/D0uAUVzB9wRPuESqlRPeH5wXnu8iRXd0neJjIt0tlGOl2BVzfYD5niG2zadjHch95kEckJsNV6GAT6A74vSAGgpVR0IYmacLYpggb6GOhCAUHZjIXK+ucZR744Z1Ae9v6PzING/ounzCe5rTK3j/wq/+3qca7wC/9bf/kh8JhFKwUFidsqACBSMCEx2BiRC0mdUhhCiQ23ilsrzEJRBMqLFAheSJOQq+NO+3mI/BqZqYvJ4wHyWgNZ8wj/ZIHfG6JEcCkgaqO6GO1JSQ0agR6rJJKgQMbyy76wnzuSaImbO+bWHF0FziSy0UOqzSEsq1NSLuFXNFLUBXsVGRqMxWCapENXIV0hKTkF0a5iuYBmRxIa4OUoWsTvCK2CKKrn7C/J3NyM2YcC0kT1Rz+iFT5shcAmNYAqUXTdk+FLo9nJ0Z4pHnS+6XFkiSmSVS1Ug1MnolBm/r67MQgjBLosxOnVvkT987q+Bk4IzCkaZLu1VUZvVXMP/v/co//MEZUU2SGACL0DEwLet0swTUC3NMdIDRsfOWS1QUjq5EFwhKlVYsfYla91pBA1bb+vUkSl8qqgnDGefaXBuFk3lcdidObRMpuzXavFaylOaKLC3pVmsT1GLeUl5jpAtlGRFkVFaoOdGMuRhDihQF1Q2Tg0dhBvbS4baM0LqBvWU2oSNbC50bNDIQ2StUCuqhQcCF2TOr1IrEKqyaAh3Yl6ZVanPPisaWQLXS5gStqqgrHgJBWwjaN29aJEXqNlxWx71wMwZKBYKSQlPv76u1h0gDuPLBdVlmr5Gjt/t8nEqzgajGUSCSOM6V/WL4F1gEbOL0fSIFaYnVpa0PPptb4KppamI1aKv5UdH6Utfzab7qNNDRrM7T9AZ13XKRsgh27DjcVSAzk0hzZvLI8Xxxup3WxP4MsS224F1vzrjeNHdcG3s2YWC8ekAadmzmhwjOuAOxDR4dlgiNer1CqlBN0QTRz0Eru8cd67CIBq/uk5YNin3u8EOHrAJJnzB1HWfXEIYVc+cM+yNWlNhV7MLpDz0ywf5hBjJHeYt0uQGDsu3weGAo52RzbDiQpg0dkclXzPEJyQs1FaIL0zTRdZFaM2tdMy2zynHsUfLLjafUrOo7nKn2mATAqHGG1wy7hG+d7Rh2D+EN4eYpTI+e0r8453C+oyH0kngITDWSxjOm9Y71/g7XXlvauEWqK5ojk1pb+qgD7lsCjteEqVG7gM6OevOKuhi3De8RDjhaz5jDliQwHis+tNqV4zUmK/r21PwJIvOP78quxEZB0NNhpdBCHJUaIcxtPR+aBiSrobWxGZFW4zE51XgDmJvlxNEMcWFWIDdmx/DGtJTFoW7Bx0EL0VvsS9HYajyJkkDtdjuooNWpEptnUWhGd1Fp8SRdc0l2lN4cL07ohC5PlF4p3v5cNgjSLBbMnFSVWQpJA9kccUGDkwLMtd2H5BWRpnHJAUIoVAKDgC2eSllOEaFtnVsDooVOhbkqklrDE6osG0nC1b6nqNPlxGjacgx3PWWBV6iVUIS5VkoywqiYCtd7p666Nu5zI84jh75lvlGVMUDwRC2VHQoqFAwWYX7shRSaw/KxtKidm5CIi3O+3LI1xVBpYZsvl9D/za9PRIPzv/367xMl4qESJbbuc+mAoyiq3RIWNnJrOVqW5GuXNsvUGImS20KdCFEDVZVejD72VKB6JvsibrRGRQoF1XYbZj8QpaOGpoB3d+a2IU2oma7rGAVC9Uab0gLMAg7a9CK9tlTuLLVZY1tYoGjMGEMNzDiDtibKPCyJr4ZXa59F5CQ8HiOkMWBRcS2LF8yiTneYPbamhUKUiLhRvTQzvuKMRBYWFvVmqlTNiAgTbTuqWmtOam0eE9DW4OU2LsFbcajLfKjUdpLGHFNOztC2BGLempsBL1fGFytuMWsREadm3U9WsEYTs/nSRN4GtTUnzZZm65/6syx8+/JAOPj34D0seK9EcfK7rVn29XHB+w364RJbIBD8GblU0tlMqXwf3svumgrYsOGy+6htQhyUstZX8C56pFoi5Ph9eI/DjIeETfqvwLsgdeJyXTA7otFe4n122Bsz1w3vl454QLVSd7sT3hkqcmxmdz4URK45TkIarxe8V/pVexFCw++0S6jaK3i3dYZJoTeO+/R9eI9doo6Fcl0a3i8TqlfUr1eO2tE/7diJopebdl/8dpzdQLp/fr/parRyZcpFOoB1qMJOwylktxmifS/edcF7/R68278U76vi5L2TqpH1jKEa4itc4Cf/mPH4J3H97odGmG3BvPwLmFeYddnCybCY+1laDjjSmA8KBG3PzauYF5hzc1JZDbhDrY1ZrF16BfNWRogR9QBFFsyHltdkhq4itfr/b43XbvkZ279Y44VMpa+BjBOStinAwh4hhls8bSq1DVVhCvWVGp8WOQS06UE2+b4aX3A0tOypydsUAl5i3jtFx0rtmit2tXqq8R7BZ1mSyBf34QXzt5HgVa2xpSpws2/eZwpuQrlmaQzh1gTwX6fGSxRCNmqi2WMkOdX4v/kx4e4T0eB859lHzdFW2zjFQvvhp9BRam0ZIgBSiRabGn3Z1FkCT0nSTvpii6+CAlXppCIx0YWEa1vnk9oCJ8tyN8vyvYpUzBfDvCUxVQJUU4K0RiS5kTRQvI1hUoCA04emg+ikMUDNCbJiZlRvG1xdMUqMCBmRSAqRyExMQidCXMGglU7bmmHXdaxqxh70ixdNwGvLI5knY6qZfS7sRuF6OnA9wTwVZsBcqdmw4uwX0N4aL5XvLcQGLJtQqs2zppnIByr5e5wrb4PWQGOAqdw6cy/AblRkdFmC2Vg6dHklEbx4WcLf2mcxs5OQslmFt7/PrLxMol0+X0BOf+en+fqNmxZ099acCH1j8N6f4bN9z7tT5c204P24/lfifTM5Pq9ewfuces6mkdxlgkekE/zZ9BLvU8O7Lyq+Iq14X4fAdjGwkwDvprt85rogYiQvqCkeZtzkhPczHIlKl404ObmbSCVhK8F2RqeCl4RGp6cg0jGFAylOrC3RaRMTTmFHp47GqeG9ywzbqwXvjR257l6n7nummokb59Ir4xSZYmWeCvtdaBlbE1iZebzaAm2sCjDNwi4OvPOefh/ev7x9zm9cXaCpUHL6V+Dd+blwza8dV0DFPfL2WeadfeAXVvuPBe///eUD/pN7H/F3Lh+dPt8vbSd+dTfwS3+saPyTuZ7tx1bja2yut0Fas2M9VcvLt6EY0cq/FPMKS8DjLeaNYM1qwlcjqXawN5D9S8wfjuBCXaI4bms8XnGXE+bVBSMiZSa5EUukpoyUcMJ8UGk1PldCrVhxtDM8JcrYGBTJazyNBDIy3wH2S5SBNswn0Gp06ojEpcY747a8gnmNK6wUpprJKOMI1yUxMTLPBRPBZm0hlcWZ4u09ao1grbZ4N62bn5Q3Zl5VsXCE3INmbMl9fIn55fvEwCHXU8Pj7jitSVOZvgfz9q+NeUoHcYT9sIzsDNEEP2hOxnm6QUTI2kC8+AORi4A1XUxjcITZxyXQi5NPhUhgxAjWOlTVePJfmV2RMhMyFMl0i5NuFW1/xitV4vfEujc3yuk2TKy2xsncUWtFUaT9EDsNpHJ7gna6GBBzkgqiFcGxGkArbu0BVnG6qBxFCCIMyQkWmAOsW3ITJSmdK7NN7ClI2aOE08M4z4WpGlMJ7A6Zm3nmWJRjLoy5UhCm2rrt5kvA0mG/et9vO2tbBNV1Cb7U5cVnLqfTsNDyptSh5jbW0+rt5KILm7N4IJRTJgnNE8fbSK/Sckaq386g27ZVVUNr+xzBblcOOh0NpAAAIABJREFUl9wrcQIBl8qM/0BslVw+awX8t4o2vC9f/y2Z+agof+Ne+/2vHQPu9n14/8nzid8/DPy1debv7iJ/5mLm9SJ4PTIPjkjfNjReTNyR5pS9G9ozYUewJC/xrkJnxj/3tpaiBV7XkW9YQM15q0tIEN7N8LkusJkyVZRrc7yLiAUGbSnLoo4dAsRKSQl6SHOF1aJTkDXr48SBzCygyekieFLmG6fOhZGKyPaEd+uPrCwwDRN7DHshVBPm1LFbXgYV4SYl3IT31ZFxXowmX73vXx9XL/FuDlSuyhkqhk/CB4VlsQDeCJWdCGfueK38HzIsDrkN7793LfzhLBxr5GvLqGRY6HYxb1q677FPgIbr//Bs4jd28Bc2lX+0D/zCWTv5/lx3zVcPA/9W/4I3O/hwgm9U+LPD9McJxT+xq0zN3n+S3DBfgQpFZmQxnGsMTqVQUP8ezAuLPiagNbTsteCQI7O0BkfGSHGjStMDQqAG2mzdlXJihG99XgK2OGprhlIVj4aaUWvTE1ZxUoVcQUSJ6sSsTCZIaKJ8yY6NARSmuem/Dh7oFm+bID30jpWMBWewhS1KCn6D5cBEaeMqAl69meId18wU5tyWTkaUYk6eldmVglAM3CKeDCmtxpcT5m9dhMsrmDereAmoVLy0XChaOQaa34441Npq0L9Y4/GAy0T1xZF+WRMXa2vs2Q0RpbpT63KQkIRbvd0gP6Wco20k6WEmuGIYLuVjrfGfiAZHdDGsy+Bi+GLV3HKQAJvajXQliLfd/NP4pOl1gCYIVqXUqYU3ui8+CwOu2qhRCsUMy62LMhWo8yn8sUhT4btoc5SEJQWWRr8RsJIJoeVZleX7zq7EnIliZAnEBWkubT5smpsJngrZjHW3mCqZYpqhNsfLWzdJoQXSlQLmFfXSBGkigJJLbeJbZaEvK40uBMt5Ee+VJbSt3U+zuRVc9DQjNbcWTHcyNWu0pS2nqNtkWVsMBdv9qAiGi7RCZbSRgyvFXnbfzSiw4DQnTa+lEbki7TTmTcTdHmrag7g0PiJy+9Q1d1MVvFQ0fvopnD6108o8Gohxrc3W4Ie7zAdjz28+n7nRjs/FkTel8o2c2Cx0/ete+e3HERj5ujs/NlSub5yv5ZdeFH/1rnLmsF5OZFcY7161n8u6V3Y3LV/mTTXe94bjP5giPz5UKvCdqTWSD0Mbp0xWeRQUO2T2qpxLobrSvyhEMcZzZyitkcp9JVnENNPnCGrIBGf1eMJuH5VaS2u41HGJ7R02HPExsd6uie5UV26mHbvrPXXVY80hH0UpaYaqTa8wBUI08uj8/r7nxzetKfi9q/gK3l/XzB/OylvqbBaSbG+wEeePbhzvlMELo0Rujs6bZ7ADPrhx+njLKrTCLjbRa6DPlZ9ZctWuXbhQ47m3gn9H2stDRLi7xKt8dxLuCHztINzRyrfmBe/hdJLgW4vuY10q4w8A3gHQpiGR6ri0ZqV93TCTtsm3MCpBHbsNg7w1jpMmtG3Gorq8PNt7owCr2AzrVJp5n3k9EQGOvRzTmFGX2u1U9DYqRxydpAlpQ2tIgrdgSlSbA7spgUIQa+aNpjjScre91XFZ7H4zRpdasjamhBQgZ9BmfOfLYVFO21GvnTBfeEbmKbmsqVVOmNe5cvKYyUKQSmWpn7dMS/VXMN/o8CVVXE6UO7bUBr016XNZEshbiI67tOdTWgA05stBtVmT3HYhwWjP8KIpOjkhy9LNQFsrv4WxnlqpU6imSJt2cCtN+RhXZT8hDY5R3ZakUwEaiFW9WUHLki5NE2uJSrO/DgFrdx9c0eCINHGaY4TYRjvZm0j41nXUqEhIcGtKt9xQc28n5hDaA3J60Xqbw2qgmiEsIxMVojmIM4RADK0hC7fdrghRl1U9hGKFeRpZDz3HHOjdMdUmOE3GVDIExUeIXeJ4zPRDR9d15FwQKewOMyl2BArTPGNVOR4zkwv749hoWXOszBS5lemWhcFp+qRbb4NaX46ubKEaHU7/bgtjxUIW3343s3wy81NaAnmjeCsqTWQWDazY7XC3NTYKXio1yIm2qPBS6yPeHkyg1ry8ENtjIt7oUfv42Ms/tevNZHz1oDxThSVc7udWlc8NwsM0I6L8xHoElN/fB37hnvPhzvnhjfGtQ+DzOMmdtzbLz0wCnwM+u2makBcYW8vcLC+RUZzXU2iMZXW2y1P/YW2xHw/OlB/T/ArejzPst4E9bYPvkTrn3hxZCYHQVeodyGYEbTb0iNAXqGL0JTDKRChOSoG9JLo5YXZDB6zqTNxDXiWsVlbrxKiR9Vo57PasVitECoENw1nHoWY2NxWrmcf9FnKAF229/Zk4dlN53yNf6mZKFv7358qUmxbhb11M/N0XAbNKBzyblKf2Eu9KpQvKQzOeEBg8Q4TLqeEvIvzFrjkK//O5cic4P3ZW+YOD8WPryv902fOLqxmp7d7d1VbcReGeVH43C0MABA7Fub8IGL6WE58LDdBfOcjy37Xr7T7zVWvN4Q/CtZSBZkK3HB2DK4I0Ee+COyTgGCq+NA+8XByhOe8KLIHJoAHEtb0/3E5Bv2634wBbDqbt8qC4G0GamNmpr9T4uBye5VaiIEpYli26sCRzmxGCLp+3vT+8Lsx3zZQp0A2VXKCviSnMdEAgUgRECpRK8HPKZMRuTe2e4vkeIoU6rZYav2f0Di9CrkeyR6bcMG9esVypIeImtCFa49Dldo4vutT4ikpLPX9Z4x2VZpvSllL8NKZi+X1ZmhV1abIoobnZ06QPqm3TrXVKsjQtTYyMLWv3LO/V5SMpLxnNuugrYdHk3B66P0aV8SfCVqS9IK11wjai0poEXTo7X7Ip2q9GycdF31KW7JB2KjBrHb35CFop9YAzNXZBnbmOVHILV9OZqqWdJrSFfd0Gft0WJ43tIZEgxNjGBVZuu1Fntsqsldkzh7LnMB7YHXYUq8TYHp5xPFC8MNWZUmf6vmcumTLPPL+5ZvaZKY/Mcwv7jDFS3agK3WaFItSaqV6aOLpWLl885zhNpBQ55iNdH1GFoU90XUeHoLFtTEWEoO1ko7KMeEp7UUSWLr22hrKlfbM0QctocKFotNbTz+JWyK0IKkaIiqsTYguSk6iU1MLlAtK+pq15j3HRHsX2j/qSVKsLs6NtHNbSxyu1thevlUz4GIH/p3k9qc79rvA3zzJ3wsSXO3h7gAe9MZbKOjUcPp2cTWf8jx86Y6kcJljFhvdZhMO0iL8pnKfCe6Vyxyc6L6DOs8kI6jxUYw6FMVjbNFHnJgjHfHtDnW0vvNE5Z72wHZTPb5ybufLkurDp2gv7iTjXoTJLYS7GLh7xZ4F43RRbTqXsCn6slH0m3DQc1r1TzZmOB45hxSSRklbstoqlSnVjjs4qJBRhtRlOeJ+TkJ9e0d8Upk3P1A0MlhHLxKToYDyoLWz2jei8pcab0fnrdypDMgYJ/O5zqFl4S8FK5MGiRXB33hTnsbex81OJ/MVu5pFW/oPtzEMpPJTCv70eT3j/Ul940BlPZudBZ1xm4UfOM/9w7lkn516A+6kiCnfVebSCnx7g86v2zxOLfC0njtqamBXNxv6uCn0Z+ahmXCd+6yD8yA+Cov50GdJeh+0gRFgs/GnbqKfFhMZSFGvsoeOYteajvcTb4dKtfb/2e8v4XZ1SaYsbERp3I020rLci15c1XqGZ7gEqsixqGdXKQj44xStlcQCeszNPhWlSqjdTTKdS54JL+7PVlNBXalFsruyOM2ZQZoUKQTKBxrhYmgirrtXReveEeRxuxh3ZEiEa1RztImgldZHYQfT2bAlOMENZtrKgJSSYY3UZ71tjvG4xr67tXSBCDHIaUbW9kXavb0eGiqDqhIXdCdIafomNnRJZ7t/yzsSdKM0cMQQlBD19n7Bgvf03tzW+NYzt5ywnEuLjuj4RDI4vYwyAkBrrUspMoOlUqrfusC6bRZSCdH1rgmh0ZAip/RBxJDZqOud5mTG2de2UUptJlltwC9UypSxW8iEgSzw9tycKjBRXLZlWhNhFoDUaKSXAicvJK4UOVcNtph966lzY7XdcDOeEPkFpmwPn6w05Z/pu3Ro1GtV4HEcOdWLdd1xfX7HdbpsuZQHzNE2EGLn34D4fPnnK0EdWq54nu4njcWJyR0NHGBIy57YK6RWrdhKBOYXYRTpp4yZqY3Ki+kuKEMheiS40vPmyermsKi8nVLPGupUlekFtOd0sDZIseqU2G27eRKWUprC/ZeSljbEaDtpnbOv3oISFwm0nAguNAfq0X2MufKUkvjwY//658ocH59s7OGR4FOHJjRKHwuNjKzJbNx5G4+GgPDDn3eK8thH2I2xFka7dt93kPJ0a0/bV4ry9haqVY1W2wEBhJ/DODM8OlZ+9AFDemSr7LGySc3ks/MRF5N1sHLLw+fP2DHz9qPz8pqI4xweNzXjt8Qq7mLEpIFtBJ3gxZPq7lZWtoDTchQcOV4mwbmyfeaGKsLoqEJ0VUPeZ8bU1negreO9cSW/cY3+5Q8Tp7cAl9+BQyf2MHAO+NtIcCALfrsLxYLxX4JE6m5T50h3hb4aJDy3wI+PEuxl+qmuYy8X4IvB/7Xv+8nrkQ5SzznmWlQ9KG0d9qWsv3adFeS05f3/fgzl/ZTPxpChvhspbq5EHXXtpfHhUfn3f8Z8/HPnmUVjhfPPYasTbfeWdUfnWlHAZEetBJlwnvrhSpmJ8AedJFf4oOh+NH5/p2Z/m5bboNdzREBF3ii0vUm36StQW5qDpIF0b0yLeGo/QBuPosiYtIss2bWtecnVSiC3zri7ZeVoxvx2lN/ZfWGrWrSbEW7RD8cYiB1WgmQSGpda1MVTb1sXaSKZPgVEL+6OzCQprXzDvDL2QS0+KdanxRiUy10CpTtfD4ZhZDTeYDK9gHlW26wte3BwJnRM6p0xOmQNzbc7BMoDkNuirAmYVW/gVN28OzN7sHahGdTkJpU2aY3Kxth1220e3+M9Fe7rUfVskUNUcrDUyVWgByvJSJ2Xm1AopyiI8bo7PsPz+Qt+5L5/SWfKrfLEOWX4cYif5ycdxfSIanNZJts0fLwtlWA3iEuio0mauNRPCgHSBiDPPY1PUx8Q8jY1diDDXQoiNzSilMIQBp5AtI6GxBm1k0l6uXVrWxBdjQBFHtAW2ta66MAwd4zguAtumz8k5k6Jwc5y5Mwy4Zvb7A6uh4/mLiqbIMPTsjweOl0e2mzOqG8f9jrOzM3BjSE3wJqE1Vl0IrLdn5OMes0KfEjVnzu/dZXd9xWZ7zs2LS9Z9xzAMhL4yk9iPI530jDkz2QiuTFNGYmgJr0GbeMyNMs9kEfyWvl066ZzzIiyr4E4ROWlzQKBWYkpthLWshwcR0gL26tYYGV82SlTbvJy2cljqvKyiC9LFNsbyNuIwawxcjLF9Zq8noRuARqGUykn1/Cm+ShX+423l/Rp4OhuvpcpvHGA1G79bA1/UyuNj4Ku58pfPhD8jzqMg/L9P4RsGf2HtfO1p4Otu/HISvvZc+eyZ81OD8a0p8MVO8N64DMZFNkINrWwlRdz5qVThAn43Bx6mRkWrBv5sX/hogHf2wpc3xq8f4cObwOfPnJ9cFX5zH/n59cQ/+qPE33jdsWjsd8J5J0zfLUwPCpsuIE8TL44TmzvtpJpeOPGuUPfGnXXTK4i3FPlUKvOjM3INhNA2q2rO+JAZRTjv1vD0BXXo6QblOERWV3uu5o44NWHpPFVWbnxlF5HQiu5bCSQ6/+d1RyozXw/wG1eRB9H50mbGHT44NtyutTJa4Z8e2ogbIAVBvfCLq8zTKZzwjjm/2E+8PhhfOwTuanvxfXUMvO2FFfDV2fil7ZFfv0p8J89sNXKRjJ+MzhHn84Pxzhh5XJTXo/N2H/jWFPj1qfIZK7wH/MKq8GvH8AOBd2hNd8QxDc1D5TQ+Z1k6MLwqJi2jKmobR+VaW43y5khvytIctZXxGNpIo5OIUyjLJpJ4w7yq4tWXAxytqYJTjQ+LXsdwOhXybNTFdE58OdJJZS6wis1rbSyFXgO7mxnVQOoCx1qZLivrGKgOM5nVuiWADxoXnVUbExEq3RCohwg1EFPDfLqo2M4YNhvG8YbUGSl2aKhMOPPspC6QSyWPtBrPMumQdo/FG1dW8NZU1iXgWNq6eF4aFrGK10BeNmoBUKc6zXPO5WWNX/4OCYuywJtguLossoWmlwpqVGsCY3FQbcaIji/3GcycGBb+AKj2cnzI8p4/iS8/Dtx9EpyM+7/yy27WmJyuXzHmkS5tsGBYrksXDbksHjCSSXFoBYcmonIx7FY5HpQkLddJzVHael9KgZqX7YrFnbjrYhvZaCKlgC1d5zzPVHG0GJ4CUdNpDVTFmGtFcqHve6QWRCtd1zHPbQzVE/DkWHZSEKK3tfSL9RnHcQ/LcnrXRbarNVYK66FDcVYpUqeJ9abj5uaGGCN9nzANaDGIPaVUur7n6dWB2eD6WBhLYXKnmLIbR6iKh2aO1hicdhrKtaAalm7aCJqWBqNZa7sVYmgs2K3wWhdvnNbUNJqYGPBcCNKcR+daCOJISE27U3KbqVtpwNWXNGmjpZfZbX25KXSb3MyiB6l1iQ9wWrheNcpv/Q+fau7+73z5c/7Nm0A0489d9PyD5xM/s13xRCvP986Xlry0//m7jsXAj+jMT591fOPYHv5amkFYXmbtOUR+Zm38k4MyWOVHV0JKynCema+7hncVxph5rSZyPxEmfQXvV9V5nIV5Nt7cCpMEBnMOOFuFb8wQjs4XzoXBhJwmhpQYc2bbQzo0vJOcML3Ee7oHIxPrXUBoL6ULzVgprKSdCKe7HdtnR+pFpMxzM9oc9CXeTSmqdKKUJxM5dTwr58wpczNkuqc977pDVaIq7xy8bXVI0378vavEm11hkxrePxMDf3CAdWzZa78zK3/rzMhWeTQI350a3t8n8PVd4t89n/nK0XltJTw9GD+7Uqbq/N4UCOL8zMopbqxc2bmzAX5rLuCJPz84vz0pyEQ/wZg6nlTjL8TCezO8u7CcuPPlVPgH+2WbzeEvnU385hT4zXf/4FONd4D/+uf/nNuy/p6iMmejC60JqX6r9QMrjoWWUJ20HXpbjV9GKMv309BO54Um6FZ3CELU1vC0Gr8w0ilAMVz9Fczn3ETubetNiaJUW0bkKmQ3qNCHlseny/cquR2km3bS8azEYCfMr3uljC2iQIDQGavYY6XQDw3znSvumRSEafI2sg/lhHlLFcs9cahcHZRqHceSmW2ilEQRZ56b2Z6lNqYza9uK4jQ2atlWEozQwomaZnXRHwdRVCqyGBEqQnE5aZAWygav3th0rWRvbv5iscW8WGPaqM1tGnHUQ/uat4UdtP160kHdNlULbXO7BKMOhIpU57/67Y8nYPYTweB4bds61eB4PLYEYhvJwUkERPtFaHrEQyRJYwbWq3PGccS6Fh6YzCg6gVfmeSKuNpRpolstKb/VCEHY7a8Yhjs4mTLWZpq0nBim8TZorcfK8tCIME+7k3dGBTpNjKkDKYT1gAdn1SagDNJiEm4OM0hhe36f3dU1uTrTdMSi8kNnd6lkhqFpZubQmirpYAC6rjU3Jsa333+Pz372bZCR1157jeeXN+TZ2JeZ/X7k8YsDdx+8xjTOdKst03EkuDOWIzW3kDWsBa5pdZI4zDdYt6KaIpKbjolGGXsUqhWCGd71hFqWzQVDzKjTTBoGfK54LU2UjZDEyPOMam4bbakj20gvAQsN1KXMnJ5AdwhKWJotDULJjrOsL2tApFGnBCU47YT2Kb/euY48KcI/PiR+9QZ+eRv5o/3EV2b4y4NQpg4HfnKYGS3wc5sBj/BTPzpTv7uihsK7N8o2CB9OmUjhn1zNvHVn4GvPjZ/eAlRKFrqzif/7/cKfv3fGs0Ozcv+nzxM/tYHtauYPnyd+eAWhE2R2htTw/k+e2gnvAD97p/KVEIn9SKqJ48PK5nGCFNlMGVdnzkrpRrrVlro/YN5x/K6gfWKtM7rqSDaSpkzuhOw0rx4Kh3sD4XjAxNg9nfHXe87IZD2Qdcvmcm7u5ay4fCHoWxPlCQzDiqtHE4/e7fmdY+HvHxOjVZ5Nwv0B/tqQ+evbTJlmhpj4u4cVD1PmCQnPyrlndlX57ePMz/XCVVXe7JvxZRgLv6fwK88zv3yR8Ooccyb1iSDCz/eZ/+WF8qRUvpwKQz/wYa78+TPhflHeTpVfeQFIpbcE3k7/fyZV/nGN/Pjg+OT8eDT+n1F5+27gygs/u2lmbcEjXxg+/SNZaCOq/4+7N4u17Lrv9L417uEMd6gqVrE4ixopkRI1UJYnWbLQtgU7VsNwO3LgdNJBJ+k04nSA+CFI2og7bgdBnCAI+qE7CdAdG44RRHA33OikPbQMy7JG27QlUqIllTgUyaq6VffeM+1pjXlYh/RjHkzApPYLCYJVRZ6z795r/dfv933sFyhTKFOaFFNhF0v5ymnR3pj9SmFE0EhwUZFVaVspmdmjsXAhYrTB54iRcv8blKlBHwKVKgTe5CNRlN9X+IiPoFTxQOV9mFYJgY/h1Xs+pYzJMClBImFM8VbZUvLGyojO0E2AyFSNZewcMQpcSiTguImIoFG6Kt50JYgOkhUYAhrNNAWSSNzc9lycG5QRiEVP2LZEAqMDP0bW/Yb5oaHvBaYWhLHAMyflyaGQyTMeiYZc7OyvNKoScr95LN+FyJTjwFwWkjoWC7uQAkJp4oY4YZUlx3JEXfLahQPnskCJki1SwhQf3f57EzmVYHPK5VfljIigdN4H+svRWN5To7V4Jb9T8jwqS/xr2BN/XUxw1A/8TH5lpSWEIEuBG0dEZTFJgBIkHwgxYSpDinnvGqnJuNLakRU6G7wYy5QhR6QwtLZiDCWoakyZVIQ4gS/1Qin1q0dZVpa6d0oJXVl8SNRVxTBssbb+C1BeCGgJ2rZomUhuRGNQCoRRNBKMNKzHHVprzjdbrDFIMlqC7waaowNMAp88tdbM5g2Lui2LBBKu78l4ZvUcZSXbTUddKWbzQ1JKLKqG811Pt/OcdTusspz1jikG2mrG1scy3k2ZYZiYzedorXHOlaR/CJh6SUie5CaksSXM68vnMLkJbIVMkRw82SgUqri6lMQ7h7EW9sdK4+BQep+9ya98RoKoFHGciiNmPwoN0SP2fKMsysIzpbLAEUiEhJAi2Zfwc/IBlNw36yT+8//sDb2j/blH3pyP9qHHuxblfv/lFyQ/dhCpgAcPBN9YRX5zU/F3r0Re7iN/Ogo+tLT03vOky/zEgaHWmq9sJwSZ++rEEZbjBk5dxsfM/DDig2D0idvnmVMhEFHx7iuCcSs4rOH2JDgJ8OASrk2Cd1eZz91JPHZRMovlp/LceOY6Eg5By4Q51dSimN+zV3A80qxaYgpEMndixEpBXUXqQeB6R72sS8AwCaRObK4q3nyzx4hEmlliVx7QdSMJNhPXElNPjIu2mMmzIaxGei84p2QWulHgUSipGFJiU7rI/I8vK37+akRLxcsp0SbJtV3ivqXi20Pmz7aR986LOfpPdpEfOpD841uZi61hmUbuJMEkFT/aRBpV/v7Xbkv+nUsJmz0PzCW/fiPxvrmgEpm5VpwNiUUlGFLi1+9IfmqZX73fr02BbwTFjzRlsvD0LvCCULzDZHqfeedMcs0lnuo072kjf7otC/r3tIWP+39ce+NPcH7hA+/Jav/8FLnEDlwKSFFcS1lKUioML7vP7ZFlKYTkRESgBKisCDKUl+teilwLiU+lkl8ArXtdQIQgCnXXqOIj0xp8KlNkrQQhFS7Z6BNW7c9hoBQvBCgtyjM+CGQSKAWYInFGSQafUSqyHQVmn0dRBHyQ1DOBdJIsAloomkpgaoURiRgN2UcyHqsMopK4PqBkwDZ7M7mx7IJn2gk6F1EKdi7hU6LWhjGmwhxLmSFHWqWRBuKUiQiCjBhRIgIpZaTQ+xJOQkuJ2zehBHsvlyj/jxpJVmXSb1ThZ2mhGJNHKllIxKpkbTSKRCKk4gl79RmfykJJvVIdZx9e3j/fRc77Pa4o3rFSP2YfBeXn/+jJ75wJjsqFnqv2Ia8cBZWtCG5CaE1KGm2r8uJ0E0ImRPAYZXBxolYWkWNJ5ScQxpCixjQtLkbqtiFPnigFJkuMrlFNOXIag6fsKxJDkFQyFCrsuEPEMt2xUpDjSM4GkcGSGEMmTmdMxHJMZSWrbYfWGrWoubNZcfHgiM1mw2Hb0hjNEBzZBbbJocaeg6NjRLLUOdEYS5h6xuBYzJecdStaW7NYKIah49JyzryukKpiHHvcOFFbxaAm2kqTpeGorljvJrqxp20b1ruAyAGVIy47/K4jC4mPHiUkbtqUDA2R4OP+h7MQiaXMyDSWVbkE5xNZRtzowRQcvp9GhFT4tENkiTVzYpjwYR/Yzolqiow5k6JDI3BpXwUMkeQzqEKvzvvTWrIus8qUIQYkmqxLIyvluHfYvLGvQ5H4zCB4tM4cJs+zG83P3Zu5tgrcvxA8u9G8a255S5P57DpzIBPvMYFHrOaLk+OnLmoWKaH0yAfnkqlJpN4wbxKD17SHQJiIUlCrzHxsOL4nEWNksxNApBKap3aZd9UZS+bpO5HbAR6+WPHuRcaPiWHmEBlmJLZrzawrstdjFLZJXO8CRzozO1OsQ4e9LEnXDVdqgbGS6CXBZLY5ohIczyXBZ4685MqdkaASU9BUnWPlJQsk7iCihpF8WNNgmSVFR2QgEo8N8o6jjZ6Xr7QEKWlegBAT1gpwmRrBe7Tn20GRQ2IbMl8cIt9VwYu7wCUDH1lktvu82RN1wgFPtJGrylEbhQuB3+gk12XiK51kVJGLJvDCJvL1pKjPIm/Smbc3FTcmz5OryJuqsnu9ROZDTeIFn3i8SXxqpXiTzUxj4l8MmauzyDtt5lqn2KjAgVI85yJP95pHteMuIRBa87GZ53c7zQ+BoxBbAAAgAElEQVS2/v/nbnpjXKVCXY6pSxAWKlTZyChK+2bftAx5/+/gMFhCzlgBCJCilCDkPphsjCREia0M7J/xOmaU0ihTjrj9vmiSVGYKAiPLlNj5kgUJoUyfc2Y/hQADTDkTfcKnkn1RRrAbIyoKVB3oBslRpdi6zNwKrLD47InR4rNDOc1BLUBo6riPSIwBl8G2nnWfaESkNhk3JGZW0liNVBrvJqIrm02vEtZERLbMG0PvPYMP2EoRhlxKYgGCSGRXjoxCLJMRHzJCF6BqEAEhBfKVxaMsUD6ZQSaFz5BlYswBsWdMORcQGlwo71aLLihGvyc758KtSbBfwCRCkghKc7KIqdVfcNNIJQhUIECklEspRe81DbIAZ1+r63WxwBEiI2MkRIcUEgZXasaiJmtJChNKVETn0EqRhUG1NQqJpCEEj1KZaYoILZA+09QzgisSw/Vqx8H8ECMUWMnYdyzbFq0VSsHx4UVun58RYyZJgUiS2gSMrojJ048RJoeQA6qaEVzEGEHVNMSYqYxBac1dh4qqquj6LReXSyY3EEQm9TtE29J3W+bzORfay6XmKiVZCPppxA+Zymhygls3X+LgcM5qteJbL+2459Jltutzbt8ONLbiZLvicHkBZVo8iZQFu6kjB8FytmDX7xiGAbGnOkcCeRqR0hCnqUhF9o2GmCNRmcIV0qqo7ZHoypTQt4/kXKYxSkKyijxNCFORXCRbQXYCoy3jsCOlwhjKCFyIe35RJoVAshZjanIMlK1QCSOnfYMthgFSREhdYvw6k2REBonUufwQpjc+GOR4EXlnVPx+ALXO3OoEXxojj0nNaZ+ZQkQr+JN15G0GdkLxcGuRWfJY2/LV9cTblp6v3oYsIm9PniuiohMDWM8vPa347+6pEYsISuLxtEEimjKabw80Ww3vIMFg0BU8fphovSYG+L2tog+Oo03k7YuKT60lP7lM2IVARYXVgeA199cSaTQieKrWks/g9jzC6FCyput7FrOG44M5UjpuHVVcXWW2YaR2FoxHJjhzilnbse4auCm4cKTR5x1eNvjUcTo2LJoBJWsmBT4b5rc9aZTkC4LhJUMwgTpJchW4kzL/Zi15fw3P9xGEKs6gnPntneA8Gn649Tw0k3w7CUSEj1wWPN3XhJAwSvLJNnNZC948y1zvPPdUhhdGOLagXeShxvBvTie+NcGD5SSEr2wT82LD5cmd4LKAjy4lo4v88F6WejNJvugkjy8yN0JmTJFaCB5rAycps8uJjzWZpUr8tZngs7s3/PAGKAuJJDKRQgvOGbyUSCQqy8IX0yVkqvblBqV1od4oCDGjIsUMLgQix30BIyBI7PqJuanRArAS5x3GqL1+BtqZYrsrm6gSVFZYmbC6EIGnsGeB4dFKMqVylG+0JpIxCKSCozYjjcRPimVlcckTkbgpIa2nD4m5yRzMBWl/FJcR9DJhXC429CRYrzKzyrHzkr5LXGg0rh/oBoXNa86SZK4E0tZl0iEkfYzIMNLUisGXPzOLXKSksG+JZWIocNYCIizHQVEAsYBw877ybaQs4tI9Y8wkiRQSnXP5LHRpXLHffBojGJMj7qcsGXCZwn/aV98FGqMLwf8VrFPKkUyRO4dYJm1yn8GRQpBlRESJVAmyIuTX7lj2dbHAkSEhtELJmpgSsQrQOfKiwYWIDp6oChunQO8m/ODxvieJOTLvSKYt4L8woEXD1J8hq+WrzaAoIv1qh1Rgq5btdkNVVUw+cuv2CRMJgyQEiaJo7jfDljwOGNugFgtkGAkp0ijKajQEKmsYp47kFXcdH3Hz9m0khTLs3UCOpd8fQkApxW6zwRjNwWJJ6EeiDATnOJrPef7F6xweHbBcLLh0eIxKJdpbVRWHbcut81OSzOgQ8OPEdjewWq0wZo6etXTJ8/KLz9PUM7quIytJHHbUbYsMickPGCvI0ZETNKJiiAEjEpMPhCBISkBO5bP05a8A0cVSNVQKoQ1h2mGtwU8TKk64aVe+TAGZhozCKIN3I0IGEJE8jsQ9ITllDUYhcsTYBu8GjLV458huAlk4GQpFVpGcyjjVSvNXeKe+Ntd8G3nrUvJmEfnW2vBME/FrTb9MfH2S3K086+R421Jwuao58Y6vrhLnceLPxhnvrhPuXHKXgjkeEw1n4ZSlOODLW8+Pzx1RaD57feKtB55lUyF9BKUZQiScB57dGe5tYWMK10gi+J078LubyE9fyDxwUTNPmX6Ev32YwCYmB7XRTKvMMPNcqio2XYckYqaGlHbopPBJMDUZZS3bbYepK6pGM3tpZDSSbCwLOk7OBc2B5EAlOF5ymHYIAr5umSvF0A2gBAe5x0jLGEZWaw1NQumChv/miyNXhOHLtwICyW+uFf/lPWBi5A92mQfqxNXk6QN8V1Nx2wW+96Ln108yL46BZ5PmfXZkPUrOXeAuVUgsJxM8i+SKzLx5rvjCeuRHjuBfrxJvtZ5vbcp3eSQjzztNJQKPzhWf3wTuMSWkf8slkvcQFOcIvMlUWfBYk7jmMg9bwTWXOekEY514WAeuaMM2Je54wSUT+JGDv9Jb9bW7UjnSVEkShSSJUETXOuNTaV+mVEBwRilCSvgAE760TEUsk2UhiJQsjPMeqYuGgVye8dNYOCtWKoYxYbXEBwgrT2DfmooZRTlO2vlATGAFGKMgZYJIVHuAZo4ZayQuBpgkemFYbQKShGHE75U4MReFgsqJ3RQxQjCrNNElkioAvroSnGwSCytZVIL5rEVtRwQBrSR2VrHth4IGCZ6kZvS9Z+c8NiuUUUwIbp+Xdu2wZ23EHKhVOfpzMZcjvn1TuEYx5lgyRhS+0B62jBaCkCOykP6IKRAESKGQsryzjNDluClHplc8ELmEsnMUGLEPY8u91idGfCxtxBQVqLIYMiLigsCqIvRNYZ/IkQUHUp7xEikj5jUkI7wuFjhjiChRzOHJGKyU6LYEiPO0JSiFmgzVzOK9x/Ud1ewAjGUaO5Kssft8iTVVQXfbBYNzVJXFewjeY+uSwYlhQEvDNIwgBbvdGmFbMIqcYOh7ZNOipCTkTFIZ6Uf6YaCpapKIBDehjWG961GxYKa9r1Eql6lJLGwFoyWmqounStSMfU/X7TgNZxwdHXC0OAASO+dYLBZ4FzjZrdgOW5RS3H3pEmebLT4GtFUczw4RuiXGTCMV9XzGtHOsfOC4bQidI8oC1POTY7lcst1uqaoKtce+C1mR0kQ0BZDmsijQNClLu0xoQFDNNGnsccFjTENmJIZE8gNKaVzao8CVweqmfC45QhyILu2hVw15KOLGXDVAg9IaTcJ7Dwn8MOypmwFB0TcoBToJiB7nHFIoks68HjJjf9nrl1YzPh49b1mC0JJ/fxZYXEk8dRKZvOeLWXF+W/PhewV/fpr4rV7xty8Xv86Xrju+NFT8u4eBX1lp/rN7Aic7eOdxzctu4LuODSceOibedxkmbxDbCdko4lbRmMwvv5T5Huu5oCXPbSK/cSr4sUNoKBX/TciEPvFf3dT8/N2JXpaH7EIafv/FyMONw3YwvzDhg6Y2gsF5Wl8xkxKrJMiIaCW+ahju7AiTYn5oOZQelGcQDXU9Eie4EzP2ZsTaCrE0qNXENlqylYhFS2UyfooYbbl4ZBnHyEo2NMLzkK5wi4F3Z8PvnkX+wdsDn72eeOLAcKzLC+BCXXF7nIg6M1fwxxvJh5rAA0vByy7Tx4alhrceZm51kc+sI993WBGmgevB8JW1ZykET+8yx0S+ERTvmwue8pFvDJorVeBbPjGdQmUzC5d4BFgrQcbw9jZzD4mvezhI8MIg2HqF1InLObMVgrfqxEIpxpy4sZPcW3l2KXPTfWdwcHzOyCjQFBCdzRplBVMoQuKgQUeJNYXEPsVEpSUKVRYXSJSU+FQWD1GUdtMUM1YJglDEWPgvOZXjGpXLFBkEfTmzQcsSfO2DR8m9gzBHkpLIGBkT1Ko08GIMZCUZp0KvF3hwsbyUhSCFXPg1UmJseZELbXAhMoRAmByLStHWFpFhio66SrhkGIaRXTSorFjOBN0Q2VJwHjNrmcviZlpYRV0ZJhfpkmSmM2EsjSilIPrM3Eg6nzAG9CvsmT16I+ry3xhyYcq9AjZMshQ/6qSIKeAzaKkLniOVnI8SirAvnwgpShU/J8J+8RRSJAhR2mdx35rSIChyaq1SWVAhcKEEmQMSoSLEEoPQhS6IS3vKdYwFzPgaXa+LBY7UgtiPpLrGCEvUFS4nFvM5KbUEWRP8lnHoirVNWnzoSd5j6ho/BaIPGGNQUqGMpjItyk70fU8eR9qLh6xO7mDbBTFmJump5i0qZlJTM/mR5KtC/80FAChUTVXVaJ+Q84bJJdrlgn61gWqBEhFGj8+JeVXh+oHWVqy6NfP5nKWpcM7T1JazszMkgtliTjOvy2TEBU5PbpfYSYporbASlLYcLObcuHGDy5eOWR7P6dYdl46OEdEzO17QDSPjENgMI31OLOYtJ6sVpq0QIdBYzawu066mPaKua7bjBhk8LpZz5HEcycOEMAafM6ap8MMWJSRRG8KUEaqwONy0KXNmIVBVCSRboYgqkUKpW8bJQxiR1RyhBEiBCRlXN1hrmYYOowQ5hfLd4fA+gij0zjQFpNFIaYkO4JVauSfqBEGixevilv1LXT++nHi6l6yi5q0Lxdd2S8I28bHDDMbxiLZ0O8dTt4p2YFCGPzkf+WxU/Oy9gf/lxYYTn/mZA8+BrFheymhjuGQz533guVXmiXsFv/lc5HuPJc9OlmPjOT70VGT+00Xgj7rMN1aWIyH4oQaGmHlsYfmvDyI2CfJh4uq5ZXExsDtTqMYgRXH5/OOThl96cKQ90SyU4uZqy8V2Qd0KolCYPOFXkUEbmjZj754hiYgoWIe6tClSpDKwFFt2Q8us6lmvLZcW0F+02HNPNWtJKmNniqnNNL2g30W2StBIx2aQWAtpo1kceX5srlGT4/0XW+SVwAPXLa3y/MqdzP0oPnvueHaQKJ34eumF8BvrzIeagZVUfG0FhxbeZOCf3grlYEIIfnSZue0lcwFVndlOsCZQBVjEwLEQWKXQOvOIgi+Hig9dknx6FfieKvF0EDRB8BHj+P2guBXLxulz68jH6hHqms/tDO/Uiccrz9eU4HNe0/WKx8wbP3MG+6xLjCQtMQiyLIu5ttLklEkogvBM3pEpZYMYYmFoqRIiTrGob6QsNF0jFMpmRleI9rNGsR4iVitSAk/GGhBJYrTE+1AK00Lu4XLlZW+URO43ecJlKquYxoCQqlTRUyKKSKMk3mUapdi6SFNBKw0BiZWZ7RgQCWorqFqDlALhE33n98/4Uus2yqGUZKYdd0bFgbZUC0foM7O2QudEXQvGKRGdoo+eKQTaqmY9ZEyVCSSqZFAV+BRplMYoQU/JG4WYCrrDpwLAVYmYFYYyjZIiIaNgFPFV8J6Lfv9diVfRLFoWJk7KhZsWRCSnMtkXcl+Dp0x0jIAxZIzaT9QoEL8QCtQPkUkuIff29pK1iYVxnDKISMgK/SoM4C9/vS5UDSkE9KwpO79uTezvUEdB34/4KRJ359jgIXikbdBJYKWmqVtiP1HXdZlY7Lk03XbH2eaUfuoxpkbUNZtVR93MoAKrAZHQbiLEiJ8cppqRfI9hxFZgRCCOGyqrCDLBNGFtot+tSSLAtEWQmM0bqqrCGMNmdU7ep/ArDOtuQNcVu80WUsbHyDAMVKKwDkT2nPdrXLeltZbNeg1GUbUzlDJUiwXRJ5566hmcc3Tna3bOc3LnlJAV227gcLlks9kw9D11XbMbPf04MHkHSqKzYRpO2a1OUa7DuYlKZUIYITtUZdG1xdYWoxS6nVNXMwgRKRWWXJxdutQPCYE4TiQ34HMsi5UYyDkVsai2JOfI3hNDYBQlwyOEp60qpFGFCqoUycwwTYtpDhD1EuwSzBxlZ2ilqNojdD1DtgsqXdE2Ld8JvoZPB8XbWsEHjgL1ZuRLfsebaviXZ54/P4VnbwxcziMvRwUGPqoS75pJ/t488sXblp+7L/KOpeBX1hZdCT59PfKp5yPrKdBUigcPBV97OfNDbaSeJ94834FItH0g9ZIXHTxysSEnx8PtwIcOR96ymPj2rqPNmo0M2C7w01dG1p1nmwNx6KkHzfcfVfwX90XUXHL9vH/1fjdJsKVM6sZQ2kzJT7gENkVkSGg/cuesJ59vORY7hk2kl3NmRqCUQTQa7QXrb3my06R+hCkxbgZCVvQ7wbyKpLOIx9BoySZE1n3HdoA2C+TY8PWznq8+ndGx4/fuRP7mhcCLMWJU4IpJfKARfF+deOtc89cO4fuPalIUHBl4j/R0IfPBtvjXHrSOpwZ4asi8FAU6Jb7SK3yCp4LknkYSvaAJmS/0il/daSYyh9rxM23grlnm+4xjpeDzueK755kfW8L9baaShp2teUut+djS8cRFxcUKsJp/a+H5z48G7mq/M2riKYPRGpsFKZQacoVk8okQBMF7dC6ZEF0OLdBKUitNjIJaKKSS+P3GqguBbfCMMWCkQirFbsxUWoFORYkqEioWmKhPGW0sMRdBrJVloRuix6ry8s4hY2RmcmEvkIxkmakriRXFNdhNvHrPWyHpXUBKGKZi7Q4kppiKLickkoxsvMeNESM1g89IsfdaKYM1iuwSL96MxAi+iwxJs9s6QlaMLjG3ij5IXMzUBvogGGNZ2CRZFgtj8nQ+IlLEp4SR4HMiyYRWoKXBSoGWGaMUVulSJ8kFC5Ep0FZg3zROxBSLjD3nPXOOUsOXmhT25veccewr6AIapfe+sFc66QqjFdbsJ1xSIYRBGYkmYa1GS4WyAisUjdh77V6j63VREzcf/EQWQlFVhhgEw7TDzma4blN+MrShqWtSiExuKlObrKizglrhpy21bvFhIklD3cyIe3dSCIEUIxeOL9F5x6HV7KYJkzNJGKjacp4/daW6h2PIqWi8pcEqGMbi98k5I6QlSjDIklcJU2Hz5MzDD93Lycs3kFIxjgPOeYyE3kfqxrC+fc7s8BBjNV3XcfHokOQDZ3ducu89V6i1wgHDdgNS07Ytc2sJEuZtzXrVQY5UTU2Sitn8mOdfus68bbh14wRtGmazOSd3bmN0xeQGsrEl4Dt5qOckEk29YEoBg8YoyTh1GFs0Ej5k8r5ebqxC5BofBoRMe4t7KnTVmAoNU2u0qQrTICUm16FMU3QbY4dUhhwh54AUEaRFk/eUY1to1FoRnEPEWGiZUiEC6L2lOcZIKt3xIiP96r9+Qycv//5b78tOCt5jIzEI/tet5ZNXHf/8xLD1YG3mPz72rHvJ/7nV/OQy8o82DX9zEbl8mHlm5Xhcw1mA55Lh8SsSMyq2MvD1c9A58L0PWM694O6U2IwGs+iRQ8PqSijV19sC3Ve4Wc+1rWHdJ97UaNq5589uZt7RFLRCbS2nUXK3FGQb8d1EWBi0g4NHW+yzPVIqxGpgO3nmSJ5PmbsWgv/recFPXErMK821beDhexriAM/c6nji3hlGOBwQ+gGkxlSGi+3EJje0qie6xOhb6j0AzUh4OVlqHJvbkVoZ8lxx4yTS1JI7nWNsJC8NkluTwkjFH4yaX7hP8sfrxKVG81AF/89tx0cuJIaU+dy5QqfIDRTfXWdmVvOZTeDtOtCh+K2dQYjEQZ14W0p82Wl+9CByCDwgPL89Kd5iJENK/OFO8GAlWAXBSw5+sOq5KWveqwK1imQ0n58kl23k02tDzoKPVR1fSA0XZOZ9cgTgGSd5KtasUuBIaP7k5Ntv6Psd4Bfe/1gWgNWCGARjDuWIKQB77lUji4fPpYBRhkCmEkW5EELEGEWI+zyLkoSC7SXkoio4qA1TEsxMYgig4141oGV5xntIUZLxuFzklIhS7x59REteFc5mJEoU6za5NIAMcPXCjLN1ueedD7hUKO1TzBgr2A2ButYYKRh94KDW5ADryXPXosGKsiDw0whSY7VmZgqAr7KR3SgQKOz+ntet5nQ10Sg460qMo5KwcoW15lMgS7EH/RU9TqLIn30sriktCjNIqaK6iPtFH0iMLAHjkEpLKovy64UogM2SCM5FmUFRI7kcS5U8Z0IKSLmfwolSDS+uq7LwkkIUvYQsMMy9XKncFEmVYDGQA0RFKZkIxX/75FPfOTXxTLkBnVAkGbGzBY2R5HZB9iNZ1YRmju/WLOoKb+coQCmFTwEjGrphy3w2Z9f3exBXZt2tMHWLmBLr9U1CFJxVDVmKva4hE92W88Exa2dM0zlyvizL0X5AqICrDBgJkybnEa0zMudXA2ldSCxt+aFarzc0iwV3Tm6TreT+e+5GCsN5v6LrR5oLR4z9jvnyMheWhyhdRJr3XX4nAGnYcmV5gWenXeEg1Jq06zkPHddvwcw2rG+8xLJtOCNAO+PxB97CertDyMRDd1/im8++yOHhIZP3RGqcc6AbcmXJ3RlIw+A9KEPSsOtdSa5PAWKkbmqoWrLrCBgkHSCJwSNkoS/nqIASChNCEN1EduBtAUelGLAyQ1YkpQAJ0qCix2eFNwoZIfaOprWMISNTop7PiFEQ3MTcCja5cHdUDAUoZTwyub+6G/U1ukYBDypYtZprK8UnrwauGsHHjz2nHQSheU4t+Ge7wH9/tGZXH/P3Z0ADQ5A8JjL/ZKf4O5dGPnVH8+HgSDrz+ROBNrBzghsnO64NGnds0dXE8TYT1IS63vM/nc352QvwtdWaZWohZy6kiWvbQOo0B7NMyJohD9SV4shF0kxRu8iXesN3HcFxHeD6iLSa0zsjwQbuO55RaY1ImXQ28vF7R55bGx65XPPIQUYKT5oJPvpwBnbMy0E+Nw2krLnYepgmulFxZ5SoZsb61o57msjzUrAVFd9zeaBzBiU8F48dz7+UuevuJXLrmbTkpU5zO1m0iDzZZSSBX7sp+JbT/EfVmn90s2I3Kb4dMieT5O8dOeYLy3Yz8a1smLMDan6705gmc9R6DqNgSJnzWHbunY/84aYiLDJNFHx5UPzdpaeLNV+a4EGb6aTibmP5g86gG5ilirNB8v0HE384GB6wgZ88irzkLA9uJT+x2PCpfsYVG3mfztyrEp/rDN9txr/CO/W1u15x/YVcmjmV1FQyk8zeLp0lWSp89rSibB4VAp0EXhThYx88c2nociwh4ZzZpoLxSAh2vuhdUjTl3SwlImbilFgPiVYrXJjQuoJcJJ4yJ7wu+RCyJFMao5mikNEZhgAzk6lNYtuXXOe6mxBKcHmuUUmzzYlhijRW4XyknVccGI1Uhcx8sbVARCTBQR25FYp8s7EQJ8/GJ4Ze0srEuptYaslKetRW8qbDis5nBIHLreSljWNeW3yCFAQ+CSSaJBIhRkQWDDnuRc0w5rIndXtWUKUL8TulomZ4ZWAS97COoq+SxemQisMq5EwOGaEKRiSIiBayBLFFIgtVhM6vaCIKr5gYy2JrEgHpBZXRpJQJOVBLwZD3GghdvFpB6tfUTvK6WOBUtWIYJvTkqect3jtsVZPrBbads9qNqG1HmibSXXfjx5Gqqvba+iJ4rFTLMAyoDLvRo6NHb0bmdsEwq2hrSR80aejJIuBysVxjKkwlcM6xbGdMfmLKEVUZUoSZqYhB4ORE0xwxhkAjJryLhOA4Pj7Gb9bckQsWfc+dO3eYaUGlal44vQXdwPz4mKPFkvXmlBASJ7df5CzBwV3HCB/JaU6YHDF57mw7xsmhlGC1WnF+esYP/MD3881vXmPlJh548/1EnzhuW77xR0/zEjWiavEdvLztuPfBB1hvt/QhU9elJjk5T9vUbPMcZRtmdUXXj1RtSy06vDJUOTKO5WE6jiNKKqLrMdUCHweQFllZAGK3olKWSYq9aC0iTIUW4EVEJk8KDnLAJouLGR1BaF2Q6T5j65aYi7CijpHRqEKlTglJYZ/IWFg6YZyQtSo+q9fBxPEve71vGflX54b3ucT7j0dOdxXVBc39uuXNR5HfXzkONwMfMoLh8gFfeTnx6GVBGgx1PbFJkp+ymadWlgdE5k/PNJez58ow8rZlw+mB5kptsLXh+tqxTp73tQlFhbUt/95xYe+8927DOEx8eQuPzCW3d/DhY0Wn4Pmt5KELgvVac7/sONlJdi7ykYcs+XTixkHDxQC/89zIB496LuWa69stcswcXFxil4bLfeZG8vzht3dcrQP3XWqZhcB5ZZCu4iwVQ3x0O5QaOFk3nPeGR96uOb0RGYm8402Cbdfy8Fzxf/+x4x1WEWaG3S5wejDj7ockGy/Z2sShtTw2ei5vR64cNTx9O/KjFr57bvnNM8+lg5a/4wfiXTUmwtnGAYJfvK74xFzyBzHzH7QNQ8p0yfAJWzIJn9tkfrr1/Its+PEm8js7w31t4nts4FOT5gON59RHnqg6PjD3/A/nc/7WbIcQGi0TzwyaT17OvKwTt1Dcr+G5BP/vVrOJmaWOXIsa4RVXZeJX15pH54LvrSaef+Ov5wGodPE1KQS1VHiKdbqWGi0FuzFDjMgsEVYTQ8ZqRVQRKcrUoUKXF3eGPu5RKi5S1xVOZayVuFiOwAixVKc1CAQGgY+JmdZ4Ap6ie8gRaimKl0lFGqlxuQiUUyxB2mWj8A7WXtPmzHnf0QAGzZ0ukiZHMzcstKTbRxFWu4ltSsyWChkkOQVCronJo8aiHVIqsdvBOiYevb/m1u1A5yR3HxfK81IpnrvdcSrL4iFOsKoidx02dEHgJo+VBiEyPgbaSjFMxb/V7OGFlVJUKRLUfp++p2y4WDbqiYRVFh9CYeLs5yYxB2xSOEqepkhSRcln7h2GaS9ZVlkQCIgsCicxlAMqazPKSaKM1E4yysiUwl4LIZlkQuSyEY4xoKRG6SKefq2u18URVfV9n8xu6FBHC2ZYZMzsVmuiDNRtRU4KiSLKhFUaRMKalnEcEWnEjSM+K7J3SLu3U2v76u8/M4YcHEkZtJSMIVI1DXQgEF4AACAASURBVDoEOu/RWhYg1NDTNDNESuR6RkilYq68RyjDcrlktzpjFzNmX6M7OjqgMjXn5+dcOjhgqxPj+Y7aJJr5Iatbt3jg3vtY7zqUkSg/crA8ZL1ec3C4JJK5fXKnhIOHnst3X+F0veLh++8p49IYefb6dbarFSll3vSWN/PiSze4ePVehk0hJZtmQT+OuMGRm5rbL76AthVx6vFRIarZXmJpGFa30bMlOWTisMYsLxC6LbZSTMFgjQBtENIgU8BNA9JWhOSpVUUYJ3wOSF2jjCH4sbSvIkQKPbquK4ZhQGZfFBuqxihJDCMpBVJWlNlyGZsqpYgUWrUVxbqbZUAkDSKQvS86DSRCKMKf/qs39Mj+F9/5cP6dLvLXryjuTwatJ75wK3I9w8ePPavBsCQzVoKDyhLzjpYjhuwx44ZTr/jMUPHMJPm+JvDVKJjUX3wk/8nSIV1goyTHIvF5Z3n8IDAb4bOT5j1tYD0K/una8rOHkSoHvDU8OcK9s8SFUaCrzMV5zdm655e7mp/Rni95xb99j6IWkm/ddrzlasUdEQinExdzRB3OuHGr56G7NV3SKCOxXeDAwNoJDqrEWEm604Ewa6iGHReWhnNnuHzX9Or9fuck43cTva554ILi9rljcdjQDQpjBLWyrPDEpJDS8NyNFY0WxCh4fgfnVcVDCvRM87+9lPjYIrGJgs9vBZ84ljzZRz4x9/yTsxl//WhkxKIQ3CcmnpnKLnNF4HGZedorPj8JHjWlgbYLgQMBXdR8Ebia4W9ckvzq7cx7peN60owIfvAgca2P3AwlTH4gisD2cRVodeJaVtzsLT8w69l4QzYB4TUz67nVR/65m/GI8gxK8annn39D3+8Av/jE43kKAVNL6iyRUbDLgRQTtVZkIfb+sITWAhklSsMU96HZva06JoGWECkU41euVipyLDMIoUr1vJK2ZMJiQCOJ+6OaRukytVCFmJyVQMaiEZjZQpfuU0LvpxFLq6kkrF3mqDIM0jH1AqMTjRFsusSVuWHnE8pIhIe5zewmybwuFJ3zLmDqRA6eC23FysHdR/rVe/7mKjBMjqQt9y4EJ+vAclkxutJu0hom5whRIKzkTjdhEIRUOD5SCrQqE/V+KrmihCTEQKUNPhadhc/l3SWEfPW4yMeEkgIvEhVlsRFy8TdqBJ6ESqXdWqTgmUoqxpjLAkWURaSmfC/FEFkWRUU3mMvnTyoGAkRxjIn94kkmUorEPRNJkPlvnvzqa3LPvz4WOE98PBtrads5wxTIxjCtz4gZcpIQBlAS2zRIWZNy8WAE78GNoBsgoJVCmUIolmSODi5wa3NWfFYpI7RAJ4lZtOycwwhFGnfkqjB0iIrgRpRMTFkgg6NpZq+qHpRSWGVRVtH3PbHWNM4jdCYHQb3/58wqrM+4HBm6nrm1zJcLZlXNercm1BZLZndyyn33P0DIkeQ8Uy4tgjok7n3oPl6+c0KlBOs7ay4eHbKczel3Heth4IOPvodnnnuOnDOnw8RxXXPtxZc40DVTXdFvztDNgnF0r2aFVKoxjWEMESsUSu/rm1LgfIKug6pFV7oE6aSiEgIfCopbKIkIA8oc0WhPP/Xl81ClkZVkhVGSoV8jtUaqBmLJ5GghCQi8nwo+XEhkKG6wpARu6EFXmGHAhQFRt0XkaQxKJLRqcLnsqP0f/8s39AP/f3/XXXlhBAeLlvOVIx1ZTm6N3PCKT/cVhzKyEZm/dTCRsWg18U1v+MLOYFNmlRRGJf7GfKJVcG00vKMZued4yT982fNhlbiQoTaBQwnNoeYzp4L3VongI91MMhManTUv7TxLMv/zuuKJ2vPDbeSrTnCgM7XNXLUN1gae3Tqyrbgax1ft8xcVnPYRvwzUY42Tns+eKT7aRmbHLY32xDHR1QaVYXNn4sFLikmB9jWd8PTZc9RPXLgiOe0aNCNxE6naikMbyWLgdNfywH0Vm9WWnDMvjgfcU234yo2KiyKwMzUvbB2XKsNXtoknVcPb48DLueLH54HfGhUfUHDBRv48CO7RkV/vK25uBAsj+ejhxAUlWEXFu5Tn5az5vdFwda9NuSotjx94ntpE3q4CVat5cQPfzpYPmJF/eG74QJs4koYHVU8lJIciscLwxUnxIe15OisWwIMiEWTidwdFFIYPs+HX1hUPLATP94qH2sR75cSBqjG6jG/+w2defkPf7wD/4P2P/n/cvWnUredZ3/e77uEZ9vBOZ9bRkWRZwsaDLI84gAlgY4ybFafpIqlJoC1JIIvSrIbVrGYlacGkhBRWV7v4QBoykJJABsjCJIBrwNjYxgMeMJZtbCFbsiwdnfOec95p7/1M93D1w72ltN9Zq8j6oC86Okfa+37v53qu63/9fuotNMYyaqHYjlPpshQYHcXp5ExBQqRcRi7Peou2cRAnBmuFlMuu1a733E4jXsu+jBGwSfAV9KnUQCkVAJ4xArmsTBvRgrRQKdnHGMmmbFe5rX+wDwl1Sp1MWX+O4J0yPEsHzpaokWESZh7aytKQ2USIleJF6Drlwo5DYyTTEumZAlQ5c/7Ac3sAT6IbhN0alhY2CdbR8OILNU8fl8J/FZWFNTy9SSwFgrX0oUAJh5xRbIG1qsFZYdSMN7aMl0S3WRhFgyKubEfpVr7sBaJuLeCiW5eVp3aRIYJXxRjLqCX/5BSGFIst3FjIGWuKEiOZwjCyGbIVTEpbzk1mStvsZUxMmrDGkhM4K4hVvDqmbT7nR76aZJvz2R6QGGLEEoix0CprW9HUnrOzNYoQ+5HsIovZvLilrIFZQ2Mcq7HH+5pp6KnnC3KMHK2OYEwEk9ld1Jx2a1LKTEebkr+xlmmzhmEsHg6JiKlJCZrlHFUY+xW2aalSGbusVydUJpNdw4IFZ+tbSBDUWzpXU9c19567xMnxMbPKM5ydsR6FcOcIc+UqRhryacf+lUtU+0WwOU0jy8UCE+Duc5e5dfwM0icu5IYb4wk78xmzuuHJLz3OfS96kCkr7/yNdzGbLWjqBRsph3m5XLJaj0gIXLrnQaYsDE8+jl1egJBoTWAdEsYbjKnp12fgG5rFHBNXVAcHjP1AXK2RZobNK4acyZqf85g41xDyHUJfNqeS6SBLWSePE72UubfxFXE8QcSQHUBmyoGqcsT1Boxgq4pxDOQw4nxFlSfGSkCLmsE2hXuU4kgw45bK/PwH/V1uK6IIp9OGyjliPyIivNDDn7p74iM3R9bG8eXOMhjlm3aEnSrzyrYHIyxF+OjKcHkhfPLI8qq9hIrli7fPONzM+R0r/I2LI+85U65qohoSVbZ0JvJzNyxD7ehR/nS1YWEsH0mW//lyR+yVT60dV/cTVyQgg/ATNx1/ZXfD00PLa/YSP31oaIMhVPDqKvOieeZFOwtW1rCc1bjDjn+8avku3XDPxSUDihx17F6esVhaJl/BeqRejOReuDLPnMmcqs/cbTZcnxxVLVyYRW5cH9i7Wsas//r3NjzUKnXjOHUbWva5PNvw9MZTpcAr7l4S8Vw/WfPWc5Yn1jP+UrPmx7s531QFKmP4qeOaS5Vw375y75j5/ntH3nXseM8dx0vn8BLp+HByfD7BFekZVPnmhfA7U+b9z1gihlADfUKN0MYN/6RvmGXDXR7eu458nJqH58pLTeTnovDdTeTWJjDXyEvmhl/uHJ/ZVPz5tucli4nPbiznvfBKmXjrOeF9K8MvBU+v8LaZ8IXs+L7/vw/sH8NfrXVllFIE1WTKOnKlZXy1DqHc8ROoSTS1xSeDlwy+BIE7zfgtF6f2hpyE0zhALBqChXesQsapMk0lSqlGmEICYzCw5cAYkkLtHFkjU4gYZygRwsxmyHibUbW0CdZhQqbCxjHJUIvh4qxm3UdqXzFMYxkZEbCNQzDkIbOzcPha0BSZckVrMojn3Fw4DQk3WfYzHA+JmSuf0Y2TnksHlpjgd790RmugFk/vMkZq5lbYaMLkyPkdT0iOcT3irAFTrOZDKnwZa4R+UsQKrTEYyVSVZUyRMCnWFvv3mCFJLMZxVZwpxPiYyveUAKIithSjo+p2nCXEFMv3KQ7IxBxwxjFpWZl3Ypg0kQJlgwuYbPkcMVAZKX9OzCRCCUn/MS4O/ono4My++btUpokxjpiUCGLw3qAINmVS5Vg2s2LXngJuZ0nsOrz3zJs5mxixaaRa7NGdnULVEFbHeOswlS9ry86Ar3FTYkwTbV3TdR3z2S62sqzXaxDL8mCHtFoxJsVVpRs0nhwhxtPuVNTNAcN6RfCGCpA4kcaBYexhZ1kKs60pdeYcbmeJxBEzJU6HgfMXL3B6espsNsNqpgsds8rjvWcalSmNnK1X7DUVpvI0tcep5eTwkPvvvx8rwpfvHHFl94A+jdzZ9KQpYaqKvuu47757+YNHPsv+znmiKvPGsRqFuq45unEITpnN9ujHjsZLsa7bmpADeRjBtszmDs2WflphEKx1pBCKKwrBWkMTM3E2Z+xOwXl2Z0s2U0nA52ks3IWUSgs2JLIUbUTOEVTxTU3sR1QCBEW2eG7RElqzdUMcE641xCmANKVb5x36ufc9r99of+GV19TkzCdWlktu4j/0LW9fdlzPnhfawBmOr10YfvO2QcLIXRctTx5bvqaJ3L1w3AgwzxPm3II71wfYMfyrpy1/oZ1YtAmNpa38Ja14hcDvj8LrdiI/davmB3cn5gvDv79juWgTr72norp5xjOhZsdnTpLjpw4Nr60CbzsfaJYzTo8Sn8rKa+YJN2aOs/JPbzm+/sBw1WUuSaYms1sJsr8gh4lmCtxeJ87fs8PRzY7lgacaDcfSc0CF85YuKDb2PHWWuGcWUW+p6hZCIp2uuHRxhhXh6U65UAn4yI3OQ1DGukFXHXddnvHfPQI/dDlDCDTLhqPTTHW+5uf/KPD5ZPh7+5F39443zwKf6ZUXeOXR4Hjf2iA4/ocrG87Gil/q4ZUUzpbRxG8Hz0aVP9NEvsYnJuP5pZVgnOEHdwc+OFRcsMJnOuGyZMiBD8aG+/PIDfFcNpEb2fFkEH7oXMf/cXvGwkeOxsSfbcqb6lMB7vbC5SryM6cN/+3BwL878ZzQ8hLZ8IRUfPLwK8/r8w7wD77uYSUXwaYAkYw3gkoZR2WbmTlPN0VSTvjKkaYC7musKx0Dijqhn2KR7sZYOgdYkpTBiNkqCoJmam8YQqS1FnGWPpS7Z9464hQJWXAOcjYMU8BgaJqS9RmCkrdBWijdniEp1htAqEoMhcYYXG0hBVBDFxJ7y5p1F6g9iFZMcaB2Na4S0hSY1LCZRpYGpDJUzmKysllP3L1XYUW4PsJ5C70IZ0nIExiXGCa4ctDy6OGGPW8JAjMDXTZUIpx0AazSWs+Yi/Q25ISjQPtiToiYssSTDUMOiFGcmrJdZXQrLYVKhWQNU4wghkVlGWIud3ws7scouiUYl3/XiHmOouyldNqybiPHWyiNbAWcViBGg7clxCxatEJGhP/lU5/76hlRVa9+i4YYsM4h2ZJ9QnPDrk3EqkZwxbkEFIJTwtSexf55pnEkDwPWORKCc44YB3I2zHwpYnbmniGGYo6Na4aQMe0OGkY0ZbReEIcNVBWtq0hJCQp7tbDarJktdujWZ2TXoqEjGw95Ig4jrqqIYQNhwroWXzVcPH+RnNaEBJthLNsCGMa+6BPGLZRwPm/xWpLne4sZd1a3mbU7nJ0cMWohC0uaqIC98wf0YthzDuM86zgxdSM69mSE1aB0h4fc9/BDxClx+/pT9OOEW+49xyQQDJJSeXuyFk2ROHZoVsTXGOeRqSP7eflsxGKmCeoGzQGxtny+47N5iQFc/Zzle+p7ZrVltJY0TTBuMM0e3nvGri9Btbal9hXTMJFCgLouK+fGoBphSvj5nDCuISlMCZzFVZbYB2BEH/3w8/rC/8kHL+m7+4bX1QENSj+zHI2O71ycEY1FcHROuKVgB0uKwoVl5GB3h64Txm7NbGlICGYuDKuBkFv2qTldrzl/yTF1gY0GLuXIzWCgNshkiJOhm9d85TRysMhcq4tP7bFV5uED4ehk5OCg4ehoYD0zsA48mT2WzC+vLG9toE8jH5kcf74euXvmufvqAukHeoXVNLKflLVauqGQYB8flGttZne/4iAWU/O89Wz6Fb7ZI6xOuR0LVXaeAq1N1Pu79GK4WHVE4zkdFR0zZhrJCLc2jnffgu96uEGl4uZTa/7RTcufPme4y2yBZRgayfxhX/OCJjCo8Og68Z6xoa7g2yvlihn4lLbkKfKJWPFn7cCNqiKFyFWbuau2fLwrBO2rJrIRx9024r3w7pOK7z0/8HgS3rWquCdN7NWOVy4i/+52w6Eqb54FXj2HL2zg59czpIIlcHeVeCoIaRS+ez/ya51BIixy+by/c3fgF48qzlzg0ds3ntfnHeAdr36ZBi35C6AoXVSYGSXZkuDI21VjtNxYFqFtfQEEpiJjThRjeNay6lxbYQjKzFN4LBGsSUxRsaZsFmlScGXFHCPUW+dVTsLcGboYaZxjiBEoQkhVRQ3EUHg8ISdIirWCF8fBvCamSM6RPhkqYSvwzKg1TLnwZ1pjt0wew6JynI0b6qplM06EXECm5NKXXs4rejEsi36LNVqUBuNERugybPrE1fMVGcfxamJIGV+ZkoWhnHmybAuKkpmJKZFRrJSMDlnR7T9T1W18wxSWjSkB6xTZUuPLards9YVTzLRGmIwUqj3gxeBMWQfPKNYJNY5Ry8sWtugsjHm22JFCn04JVSFvczrWCmlKKMKPPfLVVOC85FtVFg1WA9MUkKrFZUgmo95jNWPFEREkRVLO5FRgc65ZEqcJ07QYNYWwaAtf4OzObdxin7g5QqyyPLhEvzohBgpvJUbIE0QHMkG7DzGxu7dHP/WolvXloLLVywaoK/LJGdXeDhHQmBCUy+fPYZ1DY2JUZX10m729A6zC4e1naHd3udjMefrkNorDOccUR3Yu7KOna9r9BatbJ5xv52gaOX/tLqaux1SWdbfhYHePcYrM64rjPPLUF5/i0rWrnN0+ol3uMPQJA9w+OmLoOmxdgfM48Yx9XwLSY8+8mZUxVE5lVdCUw6tnZ3g3o9eRqm63qgmDGFN8XmTUuG3lXijFViyh24B3YDzeGrIR0lC6ayGkrT+qBNaGKSKuQmNxYUke0QR+PseQmYYeYwypG5GmxiQlGUAskiaw5SEYH3nv8/rC/9/uu6K7i8TcCH9wlGlbz30+ciMLlXXs25G5Wu5koZHEl0ePhsRnBnjNrvLrq4pX7RjuJXDOCcFk9mrH33nC8bZzmV85Et5Wd3zd1YbHTiYe2TiuVcrHRs9pTuTRcJ+buO1b+iz87auJw83E9WS53wV+e2i4WEVsn0it4z13DN9/YeKx7MihhADf8gL73HkP0XB465RLBzs4G3nk6YFrO5YXtplHTxNkg8yEzZC4fHmBu7PBHyyIRycsvEdUmZ0LNNkxZjgLjt1ZT54qqjpy6uccP96zuNoQj0ekreljhQGeudXxT25Z3rwbOZGKB13k/SvDXzgXef+m5g2LiS9vHNdD5sEZPDpWvKAe2PTgLfxq3/AXdyce2ygPzEob/QudY4eJE3W8b6r51jqQNfFAK/z0HY+xhg7hh/YGHh09nxqFN88G/u2q5fX1xCvmkdoo//Kk5VUu8Mno0Wy4Rsf7R8dfP0jsVsqHj+GSF24NcK6CJ4Lhk8nwQmO5ZkcOLAxZ+Kmnn/8Fzg8//JBapxiBGBLiLGa7SowRTGEMkyhsmwzlns+lwIgxl0UJSpfAAM7Caox4ZwnbUcm8rRimAqgTtPx+SVEB2AqDs2Wndoy5LDRLNkQyRpVkFJtLgdJUhhwhiyAoB7P/15lXoRsmlnWFyZGjqfz6Hee400+F+C6WQGQxt2gHflHRr3p2pUJNYneRScljTGCThR2XicnQOFgbx82jwMHC0fUZV3tSKHf8cZcYcsKZkk2yFA7PvDIMUam9IcREpPimVAWRTIzlLh5zxruyDWVFEH22+Mul8InFCaaufCdTLN0X0ZJPUi3fjTNCzIpBcFYRA9MEOIFYvlvRUvRUziJGCVPZxgrlOkdMsZCLSvkuKOycd/wxcXD+RBQ49eveUkTrGZJTGDLGWupZwziOGLEQRnb2djkdJ0i5WGYl0NqaKU8M6xXGt6gK3lumMMBwDGaJnS8xTGQMRh3GO8azNc3unJwsMSkz05NNhZoaZ2AaO7AVxgr90ONtw2w2Y7M6ISPkoeP8hUv0QykWdvb28abm+vXPc2HvMjvLJYfHJ+UgjQPXLt/F6bBid/8cpIm2belOTznrex7Yu8Ct8YwURqIxbI6PwUKNwVvHRlIZt2EJKdOdHdPs7FAZRzVr2IwT2BnLuubw9h3UeY4Or8MQqBYt7e4FYoxsTo6x3qPGgRrapsgwp0lBIm09JzohjRM4Q+47wJYi0C2pqlzeAJIhpFA6arqF/lmHkMipXF5MsRSRSvmbLVkKNRbRkZxKyl6co/aF15OBypdAaj8OmDiBt+QcytggmQKMeuQ9z+sL//986KJKFB4fHZva8tFTw7f4kYfPZT5+WmHVcKA9L79keN+ph8nQ2sSBTTxQZ84k87/fbHhTk/i10fM39zp+f205DYnHJ89rzzseqDoenVruJXHghJ+74/mvzhd78Uemiv98fkZQS/SWNidOYmZUz06T+Nnjltf7zGv2lC+eRp4Knl9dGf7RvYFbU2JMhovnZ1RZ+B8fH/iJcwm/VG6fRhbG0enE1YMZ62SZ75ZV3Nr0mDBxp1tyza3pq8S6a4nGYLqBKGELnvxP552ciBk2QWl9prYNVMoYPbF1LGNgdTswzC0/8oTlIQ28fJG4Z78hhMQ/e8bzLW3PiTpumIq3LkeeGpR/dTLnwEe+fzlxxwhPbCC0nl87Km/P8zRxMKv4z5YdDiUlz2OD8B8nxwzYUWEtwmvcyG/2FW+aTXyxd7zQD/zW1HKvZNQZXuQC70+e7zA97xwLb+hNs8DrZ8pvrAxfyJ7v2x2xCj9/WvNq6VgLbFT5cJzz5/yIGOUfPvn8L3D+/qterllKhiMZg8aC7G9EiodIBNXMYju6zAYMChRycSQzTPk5hYA1UvQN27Cxs6Y4r8UglAf/OGWaWsipcHIq1dIayQZxSoylc2w002fwxlA7yzAFVIuI8qD2jCkTVVjUBeh6Yxg55yvqSjkdE16KAfvSvGYdYNkkJHucz4xjYhOEaz5xTAH6RWOYRoU0Yo39/97xoaxu9xlqk7CuwZvMEAziMo0znK4Cai0n3URWoXFKU3mSwmaKWCnZI1GhMUWGOWUga4EpOt0KNKUYwMvHXKjDVrc9NiFGJUth2rCF9j1bNJptJ0hQtjJxZMvBKb+BluyObsnNUja4kiqVE4zyHP9MTGHwYAwmlZzUO37/q6iDIw9/U9kn8w1WQVN5kFbOkUIkpUDSwkPQeYuOhlldk1JCRMuISA2uXZauAUKOJ6RY/t929y+y6Va0Vc0QJmwzhykSRGlIbDYb6sowDQM6v0AjudAXbYWtG3TsCdUSF0+wdkmaVsQErq7IfUdOPfg5pB7fNFiKm2Z//4DT4xPUOoZxw9y2HJ09w+W772eaJnYXC8ah42S9QsRy8dwFljnQycT55T43j25zcbnLfZeucjr1fOVLT9CJcu3KZR578isMvubC7j4ml7fkL33lOu1izmbo8Ts7LLPlzskhaMn4VLYi+y2Ke+wpOAMlh4htZ6QxkI1S+xpjlTAl8hSJUoR1UKR3OI+pKqzxBA2YrpjSw9AjlaBTTzXfZxoHam9gGAiuJWvEu7rAuGLEWAsmYYIhTj3GW3IuM/dgHWYq4VtrR4ZcoTHiTCR87kPP6wv/tdeuKaq8rg5cEeX2ZEhGeO0icjQYbgS4ETMzUc7NDO/uWv7Wbs8ZZS5+fUp4lKuN5fd7z2WXGcLEx7sSwP5v7sp84tjw0mXisVG5q67IKfDIVPOqauTdJ/CG84nPHzlSVfOqeuJzoyWq4+69iPbwmDa8pNnAVHErJP7vvuZNi8Bxn/loEHpjaVG+91zPIgr7DSzOtawO1xjjeKqHu6vMe46FN9/X4FYD7f4OYTjj6ZVSGbh0ZcGleJuTWLPvDUeDcNc84VrHJJmTpyOD9ZzbHblxG27PZtzdGmrdQDZ85OmK87Xh1phY7in7OueThxvWwfLKudIYJXsYxbKeIsfBbO+LMn5+YlOM5C+fWXwVWE2WG5vMe3PDKkMjSiVgneHlTeReY3hcM1/uLG9wiX955nj9PPDIOvFfHDh+fm35gf2O495wIwgf15r/cjHxpcHwsdFzxQZ2XeaaKj9zZnhrk/hgrPnLs5EOYYaQc+TcMvCTh3tMOfA988APP3n4vD7vAH/vVS9VtLztG5EyFjeUDEwwJMmknDFS/Hcpw8yYLYhOyh2USxcn5qIYSJpJ28fXsrb0MdOIFI6ZsxAhiVIprFOitoaQioiy2q4/l/vlWUFnsYFbI6RcNricE3JQUk6ILWOcyrDtWlh2G+VsLFTgEJXaCichcnFmCUmZN3NCGFhPZfx1bu6oc2YU4cApt6LhvBXOtdBjuX1rpKssl5vI06eZ0Tp26wqRCNlwvQu0xtClEhhuk3AaAmXIYHEC2QNa6M8lzF2Afl5KxyUbpdZCEQ4qpJRJuq1SKEWMiCkwRWdJqbgCjUCIGeNMgblWjilkKg+ahKRKVsHbwiJKaClIt1TkmCLWGBKlsA0GJBmMRizKJGWTyyG84w8++9VT4LiHvklNUuKsRTdniJ8BYCQgdgkyEYOCr2i6NQOJ2bm7GYYBb07Jdo84btBxwNWOpjlAJTONPSEEjOSyzRN77Ow8pqpIw4SbzWi9Y+jXDKdHJZcSYxnHqECzS52UySiyGWG+Sx5v4qsG6h2sDBit6Lo1VbuEeELTNGBqQhKUgKZMRqidIXeRtomsYrF9S5gIfWB5bp/lwQ45oq44uwAAIABJREFUREIOpCkR1meMmtjVlr47wy9njCmWmayD/cuXOT7tmdYdbQWNO+DO6dNlNdtbpqjsuZqz4QyghJgng3VKFI834NQyjGdlJbvZxSjkOCCa0ezR4QznPFkUxp5ceRwG37QMqw7vagyZ6MuGVY4B4yu8TAx9QgRcVRO6DbY2JLVgW6wE1JVxYogJNitMVaNhQo3HaLl41KUyklpnbEqYRUsFrD/1G8/rC/8fvuC8euBx6/iNtfKm7WLYPVXEWs+kiff2M6wXvkPXfKC3fOfdjl8/cXzHzhEn05zP9MJmjNxVCQ/vlmD2Ez080cEOmZkxIJFVu+BF9cSjp54XHyjXHNzsEj912/AtduQwQ5csa5Qn7Iy/Ntvws31Ls1FevKjppjO+YSdxbBoerEaaLPz2Kbx4XjFrO64B60rIvWOU8nKyccIFUU5H4YXNhuvZo9kx95kvHcOrLoDbLecdiaRhoo8wauLSCDdT5lyVObWesTf4NrG/u8ONzYbrx5avrUdcNeMTJ5FKhMnBu7uW/3654l2n5cP8ht3M/3W04C3zjp/tW75nNnDJCe89zVxuHdl7jMJTCS6q8lj0fGGT+cvzji9kx1058Alp+bZq4AUN/OThjLfv9hgyM+/40OSJY8Q1nm9p1vz4zR3u8Zk3L0b+9R3Hn5pPfCS0gONN9ZrgPQ9UE4+OFf/xLPOWmTLLiU+mlq9lZO4UJTG3hl85qXihDbx6kbjQCN/7+ed/gfPDD7+0pFG33Q671SCKKCIWIRO0sGhcjowIC18z5Ig1AcQTcxH7eiPUzpc7PhUZptk+nHMG54q3KsWE82XsO8XAMJSRedYSRs4oxhqcUJxLMSPekWLE25JTNFtfUx8TviqqmtoKosWMrZQzrwjeQk6Z2iQ2uahFshhimFg2Fe2sJodIDoUZFihnfnc0bDRSOxitfe6O321aVsNAiFBLwkvNaYxYAAtTLnmuzfYZ7gRiKjLSDNsAtmGMEbPdsjJaij6TS84pp4yxChg0JrIr1vEKw5ALjNGQSduwdU5Fjm0lMk0WQbHWMKWA3xYvSNnYEooxPCYhb7/zZzM4BkEkFYaOCCFkLLLNOMHf+eRXUYHTvPrNKtWMEAI5BKq2wRhDP6ywKYJryAk0dWW26VucmSNpzSAKfSitR7P9ordV/s7ejKETcuwQPMa7Uo0CmkYQS+VqYk5Ya5nGDVVVEZNCnEhxQE2Dcx5TL9mdVXRdh3UVOZ4RpnKQnvWXyNgxtTUmVyxmjnnTEHLm5OQElyLtcpezoyNSv2HnygWmITBvWtSV8Falgjjh/MEetrJ8+ctf5oF7X8DTt2+yX814/CtPctddd5OsZe49q03Hwc4edw7vcOP0hNp5/O4uLiqTCC+4dJGnbx5B65CQ6FZHjN2AOIOvWsI4oNMa2y4LO8gUBkWcOsQtMNvChTyRfYt1Bt0MVHOPF2F1OmBmLSqF80DqsUlY7O4wjiPD5gTjG1QTxgp1vVsuLDGkOOG9J4eI2po0rXC2WNaHsUM0Q4J541hHcKrEfoU0O+TPPb9HVD/z0ova4vnsIDw1Zt68V94If2+duMskzsTz5CR8IRV7+7c1icumovUdnxwcH1lbLlj4mqpwUi4a4bdixd++vOZm7/nKRmidcqkWHh+3qwshYZ1yX23Y5MzMGj5zlnnZUnk6ClVKfGRtuWEqvr2dOKgqXrzM3OkS3ipK5DA6jgOle2nBx8Rv5jkPMfHai4FzzqFi+OB15WvmE/ve8N47wjNT4u2X4SgKd9WgLnE6OXYll7b7oqZqM08eBl5ywfLMSQkyfuDJxOuv1USjZQwwTcxmLePJyI9dt3z3uYhdGNpROUsVL7ogPHNrgh1Hs1YOY+Qdtzxv9JGHd+EjJ8IXp8xbl/CB3nKvU+718M82itU537PY8HT2GE183jQ85BPjJvG6/ciOVX7kmZY3zwPXTcUXRsdeDnxbHXjRbuJ4gh+7bfh2X8KhL6oz1xrPp3vlSi08NgivXERub5T9xvPpVeKKh7tnws8fVTzsR3658/z4lYm/e3PO97YrPjsZ/jDO+NjtJ57X5x3gR1/7UjVaNnlyLsJHI8qQEkaLKiEj5JRABGcEaxwQGJFSfBjK6hLFJh4VFjVMwZK18G+NyHMu6pxzoRhLIaA/O9byIhQFVtqGlQVvDGINSy+Fc2PKwz+KokmebW5QdJoOjDI3QrPlrp2FjCHTGscqRlLKLFtHiInW1WADU7R4BGMjO7XHmsz1PnHPvCpdyAxPryPnd6rCBBJlGJVlU3PWJW5NI94IlS/lYVLl8sJzexXAWyQqfQyMSTBbYGIMkLSIPotjCoxagk5YcVu+kKBSCg9nIEUpMlAM6xixvvCDCpwvItkyrwwhRYZQlBaqZWxVG8tgEi5vuzFmC1M0lpRTKbrEMqb03GisdZYuZawmglqs5Y/NRfUno8B57Vs0i3lOXy8KUy6MgYhQVY5eI3Mcfddhmxlyeso0DLC3i1PFOGGaIghUrsF6R117Qghl1sqEMRVh0+Pmc4Z+U74U3yC5gPycsYjzaJ6YLVpSyIxjT4gGFcqvG9dUzYJqtiSFCTGKThFbCVNUYozses/xOGKdo20ahnFExoGQJ4hKdbBLOuvYPb/H2RRpiPSrjtlyxursDrMLl/ATVK2FkFhIzc65faQxnKvmPHnrJndOVogkzs46rCrGVCx25myS4n3FqJH+6Axryw8gMbJ3bo+UhWnqt/Nrg5HCmoh4nHMkKBtQIpAd3kaiZqz1YC1MI94EuuNTqAbQRQkJGrd1yEp5A5FUaNJThC0OfMxrqGaQB/AzjDG4lMlGyOsNOItaj6IF4f+cDXjCuDmVN6j19J98fndw/sXLLuiYDTeC5bKLrLPw2GT5unngkdTymnbkY6Ph66rMp04N97TQd8qXO+UP24ZvNT17C/jF4wYE3r4INMZw0WeOyYzBIkQaER7fwF0zx4fXyheS4xUV1BRx7HmfueALH+d+p5w6uDMoP30057KDr9WRd42ZH9iBu3Zh6DONgZQtrQ08OlrudMKblpFfWXsuGOGlu5kvbBQfEjey43CEb7ygPHGW+fYrid85aXhd3fF7ZxVftzPxb44cb7sL5iP4WcAlQ6WOg31FGgMaOD7zbNYRkcTv3qm515e2+JWZcGMSlk44RXjXDVgY4dOD5QGf+EtXJk5CxZAznz4TPpFbXmwDD1aRLgpXWuU4Oz6xBkTocHz7YuCRznJfnbkVKw5yzwt2lF+9qRwa5W6xfCAKf67Oz533x0bh2lZZ96VBueaEe7zyyz3cX8GBUSZjmKty3hb+yOfXwsIZjjPczIaHXOKPguE+J9wKiZfPhHvmmTM1/LXPPf87OD/6upeqpmf9RttAqkItUsYnvlCGG1sM2tZbclCmGLDeYQWsFoAdApUtUD5vDUkTMRmEXKClKeONYUxlG8pKIacXWGuRWZIzda3k9GwgtxRGokoiURuHN6VwgrLxZUSJKCnDAuFUtKgnrGFKCWJmMgbNSlsbQojstJYuGByBIZYXj3VU2pnHB/A2gjiaJCxaizSGRY7cGgynY0IksRkMRhWxyryu6GPEGctklKGPOCnFXkbZqww5WyaNpGe3zrQINyNSKMLCc7oFElin5C0NWQDNGeuEbkiIj5Dcdmwl/+mOpzB0RC2qZUXfq2WUXEaQgFjBKtgsZEklMuIVUiFXGy35HSulMyTGUBVLJ//Tx7+KOjiLV79JO0D7E0yzt91uyti6Rk2N5gFN0C52ccBmc4e22Suryd0paqtipO5OEOOIOGaLmm49YqwlD2eIr5B4WgSQKeEW54njALbCV4YwTczrliEMsDWlMm2w1mKMYxxiecCrQk5gM7Y5wKBEBd/OsdOGbBtM6hn7gGmqQoYUZYZyOm0o7G0p1MlqTjpbsXv5MhglhMCFvcusV3eo5jV37tzh6sXLWGMwIRGHCbtc8PjhU8TTNdcefJDNzTvsXjiHbEay99w8O2WICeNalvOacXWHRbPg9u3baLMsc+x2RhzHrUpBMDGUytzNicMEtcHEiRxL4aiqVK5mDJsSDJaEymwbybGYuiWjtFbIUrauckqQI0hhG2U7QyiFojcGxZbAsvPEGFHXYKcN2q3AGLSdQ4oAVFVF6gaSSQgV6dEPPq8v/H/7sov6/s5Sh8DkPJ8eSyH75t3EsTYMGvhC8PyVCxNtTHz4BF6xrPA+c32TiEa44IXrm4nKCr8+zvm+8wP/+HbD66rIH60T97XCJV1xqA2HAb5mYXjnpuI1LvLQPPPP1w1/c2fgkQ00CF1WMnCxyuy3iZ+4WfOAgVbhEVX+TKM03rNrI08Gz8PLSBsS2VZ4k/jQbbi6LCTUHYH7zcSHB8tvrzyvbSO3I3xtDe89s/zQ1QhGOSVxZb5H6k4wreGjN4VvuNJgZcIlSxwmZF7x3huR3z51/N0XezZnPbtzwfZK9p4nu5GPnTUsnPD63cj1GHjACv/0Kce8Ej47Ot64B79wVvFG32EFzlEYJ3Pr+OhG+YqreKWNdIMya8p5f0mV+OVVkcq+0CY+lCu+0cBxVh5sLO8cGn70YsdpUh45Nfz6ZLGSuSzKa3zg10LFG5xyHIWvn8fnznvMiX+xmfPiWebrZeBzXYHQXfCGoy3g7I17iU8cWU5N5iQafvHw5vP6vAP8g1e/TAdRUsw4a8rDTsAZAxiySeWOt2XbZoiJxrhSsMSEmpIOiTFun8uGprL0U8JKyZEYY1CdEClMl8pbQsyINXgRJlXmIow5odtOkG6zJUYL8E62D2c0gzF4MQiQpHSCyl3mECkr4cZKGbOpUGtihaBbcrIqOCn/DbutBaPElNnzLX0cqTycDJmLdYXY0sWNw4RtGq4PA1NQ7lo09GNkXhlkSmTvOR6m4lI0bAWiEzPrORpCWQ1H8M4QctkMU0oMRo1i1TERtl2zIuMsjzXFW2WKBXZos6LGkrMBW8zlmdKhUSIxSdFlZCmFjijbLwlVwZn83Jk326yUSlks2bolwJTQOZRV85wiSUo37+9/6g+/egqc6rXfpiFvkHUCDRiKKXzyFUxrKrdkmlbFjiYKwcB8AX6GzR1Nu0OclOwyoU+0tWUYN+g4Ic6hzlC5Cs2CNwFX7zCGgRwG1DpSSPgKJq2Zu5oRKVr7OFIZV4zcZvtAPj0k5BG3WKKmKpmJaYJxwjcV8/mck3UHcYQI1c6CKZTWXO5O8MtzGFd4MnVlnmP6TNOAqtJ6x2ZS9lxDyj3D6Yqdy5d4+qkv0zYzFvM5m24ik9gcXkd2d9FokHFg7/wFjm7dgqoFK5ipJ2eDNIsyZ02ZNJVAtvgaX88IQ0CNYH3RM2iYgHIpGOPQMGLrlimWoJgA1vuSt4kT2s7QOJBVIPaYOJB1LAeZJUUbbsFKyd6okrdWW9csiWEEMqQBky3iqyJbiwFssf5StXhSoaAqz/sC53998QU9DJmzwXLJTuW8q+FXc8NL88BDrfDOMwFjud8lvjQa+rbhwBtepRtevSOsI5xg+YXTmh/cX/PpteM/9PBGnxmt5cVtRLPwgnbEVBVdB4PLxLGEax8+N/LB9ZxvbTJ/ED0P+cAtyRwY+OJKiGK57BPPbAIfHixvWCqbZLi3gX++bjiZJv7qMvGyffjhGzPuDQOfzsIPncv8wrrhjW7k5hR4aMcx99B6Ya8OuKRkX0BhMRqaKnJ7rLhYCU4jh4NyfmfGR59c8+A54bw33ImWTOLfPBF41Y7lZqzJMfDWc5mfvFHzhIGXC9zjIrczWHG8qI6cJOFDXbl4D53lry8zn+kc7wuGtzQRjGWWE7eSsnTCfZVyOCkvWMAvnc44CsXW86amsHcuSOQ2hlXK/NY0Q2XgL1Y9vzda9iSzwPNYEh4wCla46idUlSdjWa296j1fGYSvKDQk7qkTV4zheiycFSceVHlfqvmBec+HBodRvioKnHe85qUaiWgsb/wGsFJcT2zDvCHkcs9ScGfGbQ3VGqkrRwxSkP8RWgtjgqS5CCIVvBM0C05yoenmTGLblVHFWiVmx8wKk2gRcG4zPSFpQSxr4TQFtt5DzVixTNt7q7KG1lvOpgw5oQqNK/oJK0pKmdo6xIK1pTsuKGKeFVcqjSZ6tSwMqBi6KbHjPTe7kboSFt6xiUIm0Z+NSOsL2yZH9rzhaAJjtjMz0bKkiilLOKLElEDN9s83TGX8gHu2+1IAOIgVjJZujLUQUwlbG8BYeW4DVhyQlLRVtEhOhVeUXdmeMmVTstzxW4aQbPeGjCvBbtESVTAGUVM6QKpFMaGFw+O0vLwZ/SorcOTl36jkAetrUurBLmjalimBxIGEgVBwicY52qpmOtsQ6gimgRjxaSBMCea72KbCiCP0dyCWDA9xALODlzXZVYjMqSsHYsnTUJQAKUEaEdew2NtjfXJKjmsWO5dJxGLbliJqEy/MZgtyTCXfU3vSFGgsBALZGIbjU/b29okxMoW+pMynRMyBF167ymK25PrhDahqalej3RlBlLPbt8lRGU+PuXTvvQxna9bjKYtzl57rjqRciJKz2YxNN2Gdcm7/PGf9ROU9p8e3cFKTNKLWE6cJsFgvqBGYNqhpMVaZ1XtEEtM0YRWmzSnzxQ5TBquJYbhVRlFVDVPAmIlMjalrmCa0nqMx4JwjTz05BiBDswsaIE4QU/lBiIVLQeXwVYUCUSOVccRYfgBSith6ThxGxGR80xLiUN4EEujnn+dbVHdd1Te4kYtOOczKB9Kcv7E38IlQ0w4jT2TP0wP0TvhWN/GKJTyzzqyc8pXU8OkgvN2ueWfnkabhm2eRfSccjwOraPhArvkmM9Ily/3tRKJ4xV7YlDfNgPBMF/mjwTIXmAS+6UrRETiNfP2eZVDlU2tLKA1IHpwlLu4J0kE2Fts44hg5nxOjS6xrw1OHmVccGMiZO6k8VG6sDY+Own99v2Fvkbh+GKGqMbbF9GckSTy9cnxxBZ/oRv7WPcLhCP/+yPL2a4auy0xJOBwgO8tDbeBTa8e5ncQDreFkcMys8vuncE+tPNkpzhl+d+X4g2z5q8uJ41iycoMKV6vEi2dwpsLH1p4XuszHT5W3XYbHN8o9TeZnj+Bu+X/Ye/9Y25Ksvu+z1qqqfc65975+3T3TzQzTM4AhBgyEEGAIEAUFktiOMSBARBB+SSiKLBOcPxLFShwRYqT8ILFJnAiMItuK48TESWQ7CTIO2AkiMIgILAYDGWYYzzC/u/v9uPeec/auqrXyR51uHs1M95iZN6/nZn+kLd179jl771Pnu6tWrR+1jbdV4/0RfMv5zF/fb/gXps7io4LsQzXxz5/N/OYsp1wP551yTq0L7xfnK3UktC4+ZvQ5KZ+7GSu8/txe+Yoz59eOyh8snfdU41NK8JZr5YkUfN4OfuPgPGbO/3ws/L8ffN8ntd4B/r1/8nMiFBJKkxEs2dh4UCTeGRksDM+9CRtRjq3RTccgHE4KGc8wMiOZIRLMvZ+8yozBNhSzTkhCQsYaXDqSiFtrY/IUgmhwlo3r6nTvnFvBxZlHbfPo43U8XzDCkVAkCd6DEk4VCBPmQ+UiT3Rxqg/NR+80Cd5wvmNXhGfvHaBMwwtSj0Q4l/MY5I/LgafPtuyrc3Rhd5aotUJXOqPqb6vOoQlqwe1iXLVE0eB+7RgjpBQq1BjeJENBfCzkx/BQDc9LjMUFYzxw+mxK48HJLhyp0BMqw1iRFIQrSeNUiXXKszHBPcbzvXBEh9kUp9wqVYiwsbiiccrfG11+Pv0Owig/N7FxPUARo0YbFV9u/ODHqYrqVfEsKjPB2dGbs90+yaFWWu1Ea2x3O1qHKLBcXxEBh7lBNm7tHqPOjcOyUC9uMT32GP36WfpxQaXCYlje0Ms56cIo88y+3mbS4UG5vnyW3WbLoQbsr7DbF1i6zcU0jdWGLx6jz5nD4ZqY745H1udzoh4RLxzaQttfkR7/VNoH383TT7yG5+4dmTaJ6/vPIzrx7Dt+CaYNcvZaQiobydTLO/zmO6558smnWI4HpCbs7IzL/X3mw5HHH3+cw71L/OKCOTptMjabJ5Ha+ZRbj3Ovz0y5gAvPXd3jqde9nufv3EFbo9+/w3MIZxfnXD/77Ogc8gYATcDSSGfn9IuC10I/3uey3R0/RO9Entjudlzfuwt5QjcF2AEz1AYEnmCTJyKCJRpxuI+w0OdG6AKxI0dQ+xH1U2lgUrz2MZM4m2h1T50dfBkrZPaOtOdp29fDXGltf4rVttOCi41eD6SyeUQq/fjxjdsj71mMX5+Df+lJ5f95PnjXEcpx5oueCD6ndfZPwH/zwUwE/MKl4Shf+9jC+44LP/Ns5u/mW3zb0527hwPPHZTbm+CtV4UvOXO+Ihufucvcap2f3e/40vPKOcFf/6DwzU/N/MhzFzyzOM/cEj57p7zBguccvvw2vP2g/OKd4NIrIo23cMYX6MJbr4NPa8E7r52zx7fEnT3f8HTnF55XPn3n/PwH4bdr5i3P34FpwzPTxFlqvHHnvOOO8F+/Lfju1zcuHcrVgd35wvMevP1Z5Uue6kwpcE3cy0ZfOl//GqE2eNOZcojGm26PdTd+oypv/tTCey8D6wvXc/BX7xjf+vTCn3uP8QcK/OypXP4bt5W7S/DanXKJ8gv7Lf/g3pFfP45Y0GV1vARf+1Tjb39ozHaf2cJr3XibjwqPTyF4V0/8wNPD+/jTd42Nd75k2vP+o3Af531L4c0F3rrMfPmmc1vhrgu/uB9PXfrqc+Gn9g1CqYxy8799qXxK/RC/Hk/w9kV4o89cYIR23nPY4A5vWZRvnNojVOrHDzt5BHo421SY21iMzz3YJKP7CG/MPmb+Rw/CjHMTWjiHqrjBLm1op8moCeBCEsNllCen7hxiLP+fg7FKscp43lKHMgkqxpkKS4ecBWsw90aP8QxEP1VYGcGxBrU6pWTqofKabebuoZNV2M8dw3ju/l2YNiRVuo4S6L403nVvz+PbxCKgdY/lxBVBXZTHdsL1AoWJOSc8lrEassNrUuI6B1OMENCdEJ642HJvroQ7fXHuSmeTZKx7o4r7sAdUILyTshKMxfx6D/b+Qi4RJOls81gzRyQoJmOxWxrOCKUhypRfWNRvGC/Q8RanUNN4zlSngzqpJ3ru9GU8UzwnpUalNgNxFGUOx45X+HSBhxJakW54ipEA7VBlGJAfL14dHpzP/sLAJmgzmgyfO5xdjLjh4RIkwWRI2qIq9KurISgxLCZaAS2ZXZm4f/8+j916nPvXd/CuiFbiema6tUM3t6j1Hu3yepxYDctbNmXLfr9nkwtLVM43hcurO6gm2jzW3KDdZdxhj5PzllR2HPb3sJyZzi9IzemM2cX1s3fYPnkb84V710eyOPVwyfkTTyNJoAb5bMvdD36Qi7MzNCt3nn2OzWbDlJQWwWOPPcZ73/Z2Pv0zP4ucM297+29SSmaZZ3IpdFP6UnnyNa8hcJ5/7kNsz27jrTPPFS0Tm1wQ7xz2z2O6oZrB1b2R0UdGkqC2pR8vQYXN9hbHy+cZgdQF8q3hPTkekGRjFct6RNI5tTckIKWxlLpiyLTFfGZpC3GYsWlCGM+3aq5IVGIeS1iW3RYRYb68HB6eIsMC8zbWMUpprL0uAn2GqJgaXRLxW7/8ST2j/c7XPRl7V16jlfNsvOUaDtstX8zCrx46SOKp5HxGhjMT3raH30iFb5oWijgfksJTk/DMJvjp5+FrXqu89e7C/3rY8VX5yIfm4M2PBbfOlDvHzk8/Oyqp/pElvm5b+eyN8KN3J779sZl3zcGXPVb5v+8Yk8IH5uCD1ajswY2uG77iwnltMX74TuKPlcoffNrZzs4SikzOL75X+eLXKhde+TPPnfFN0zW/eg3f8DQv6n13Jvzc++DNF528Cf639yU+94nG0xkOi/Ip584PvQP+9KcnzIK/9lvBm6zzd46FL9tUzhT+1nXmB954pHXhP/3gxLc81chH5SfvGhc5+KonQGrwc5eNWyi/WhOLLBy9cOjwaTl4fRHeVyu/VY0/8ZTzlz5ggHBbZi5y4XN2wi/dF35RhW/dOj0WbmnmL14n/mgO3lCcX5uV+658wdQ5S8KvHoOlOq/NifM0s3jix/eFP75pPFc7WZQ/dC68bur8xHPCu6vwxmnhnbXwaXnhSYwPncK/iPDuBrds4Q/bFT/fL/grH7jzSa13gH/3Cz47VEaJtpnQmqNpPLiht5Foq+qoKCJjLqUyclhUOi6KmrJR4ap2LrJx1UYVlDBKxXdmY5VcnLq8MEiO4pHJlEPtlKy0HmwTXNcR6qm9Eyh4BTc0KVmFJMqhdcxeqFwaTz03Ca5nZ7sZFXdXNUinnJyzKb+o+VSUy33nLAeSlfv7xmSQ86mPt5FH98z5lozwzuuZKcaStMNzkui98fh2JEk/32AniveTsaBBSQl6cIwFc8OBdkonZkT8UFG6txFOM+NYHTgt1JeElHWsLGyBySjpFlG6C+hphel4IQl5LNxXveNVSHm4ieRU1SbqeB39TZkUcZjbKTxlDmEg/fTMQQhXECFoQMfECA9+8Fd+4+aEqFZWVlZWVlZWPp7oo76AlZWVlZWVlZWPN6uBs7KysrKysnLjWA2clZWVlZWVlRvHauCsrKysrKys3DhWA2dlZWVlZWXlxrEaOCsrKysrKys3jtXAWVlZWVlZWblxrAbOysrKysrKyo1jNXBWVlZWVlZWbhyrgbOysrKysrJy41gNnJWVlZWVlZUbx2rgrKysrKysrNw4VgNnZWVlZWVl5caxGjgrKysrKysrN47VwFlZWVlZWVm5cawGzsrKysrKysqNYzVwVlZWVlZWVm4cq4GzsrKysrKycuNYDZyVlZWVlZWVG8dq4KysrKysrKzcOFYDZ2VlZWVlZeXGsRo4KysrKysrKzeO1cBZWVlZWVlZuXGsBs7KysrKysrKjWM1cFZWVlZWVlZuHKvd4HJeAAAgAElEQVSBs7KysrKysnLjWA2clZWVG42IfJWI/Pajvo6VlVfiUWhVRH5WRP6ph3Ts7xWR//hhHPujYTVwPgZE5J0i8jWP+jpeDhH5MhH5uyLyvIh8SET+RxF53aO+rpVPDDdZoyLyl0WkfSL1LCJ/X0S+5xN1vv8/sWr148tHo1UR+VrgMiJ+6SFdxo8B3yYiTz2k478sq4Fz83kc+IvApwFvAi6Bv/QoL2hl5SX8Y2tURM6AbwTuAf/qQ76+lZUXuGla/deB//Yj7RSR9LEcPCKOwE8A3/GxHOdjuYB1+31uwDuBrzn9/V3AzwJ/DrgLvAP48tPr7wY+CHznA5/9l4FfAu6f9n//S479HcA/Ap4D/sxLzqXAvwO8/bT/x4EnPspr/iKGxf7I22/dHv52UzV6Ove7ge8D3vqSfVvgLwN3gH8I/FvAbz+w/4Xrujzt/4YH9r3QRn+BMSD9OvDVp30/CHTgCFwBf+FR/743aVu1+onVKlCAA/CGB177fuBvAH/11Jbf80rt83Jte9r/bcDfeySaetSi/mTePswN2YDvBgz4s8C7gP8KmIB/8STS89P7vwr4/JN4vgD4APD1p32fexLlV55E+ENAfeBc3wf8PPCG07F/FPjvP8pr/lPAzz/qtlu3T8x2UzUK/BTwnwBPn77TP/3Avv8I+BngCeAZ4K387kHjm4HXn77XtwDXwOte0kb/JpBP+++90KEDfx/4nkf9u97EbdXqJ1arwB8Crl/y2vef2ubrT+fcvlz7vFLbnt7zRcDzj0RTj1rUn8zbh7kh3/bAvs8HAnj6gdeeA77wIxzrzwN/7vT3v//gDQbsgOWBc/0aJ0v99P/rTqJKr3C9XwA8D/yzj7rt1u0Ts91EjQJvBPyF6wT+DvDDD+x/B/CHH/j/X+OBQePDHO+Xga97oI3eC8gD+38B+PbT3y87aKzbqtWXvOdVq1XgK4D3v+S17wf+r5e89hHb55Xa9vTaZwH9UWhqzcH5+PKBB/4+AETES187BxCRN4vI3zslqt1jxEJfc3rf6xkuTU7H2DNu5hd4E/C/iMhdEbnLEGBnzBA+LCLymYxY6PdFxM/8Pr/fyic/N0Gj3w78WkT88un//w74VhHJH+7aGO7zB8/zHSLyyw9c2+c98L0A3hOnnvmBz7/+Za5n5eGwavXhavUOcPFhXn/3S/5/ufZ5pbbldI57H+U1fVxZDZxHx18D/hbwTEQ8BvwIIKd972O4AwEQkS3w5AOffTfwRyLi9gPbJiLe8+FOJCJvAv4P4D+MiI+YULay8hJerRr9DuAzROT9IvJ+4D9ndPp/9IFre+aB97/xJef5MeBPAk9GxG1GWEAeeP+nioi85PPvPf394GCy8uph1ervfP6j1epvjtPIp77k9Zd+7uXa55XaFuBzgH/wCtfyUFgNnEfHBSMueRSRLwW+9YF9fwP4WhH5chEpDLfhgyL+EeAHTzcAIvJaEfm6D3eSk3h/mpFk9iMP4Xus3FxedRoVkX8G+APAlwJfeNo+jzHAvVCp8ePAnxaRx0XkDcD3PnCIM0YH/qHT8b779PkHeQr4N0Qki8g3Mzro//207wPAZ7zcNa48Elat/mNqNSIWhqH2z73c9+Dl2+eV2pbT8X/iFc7xUFgNnEfHnwB+QEQuGXHMH39hR0T8KkPo/wPDQr5iVA3Mp7f8MGO28pOnz/888OaPcJ7vYYj8+0Xk6oXtIXyflZvHq1Gj3wn8zYj4lYh4/wvb6Xx/TESeAP4Dhqv+t4Cf5IEy2Ij4h8B/BvwcYwD4fEYlyoO8hZE38CyjGuWbIuIFt/sPA98kIndE5L/4CNe48oln1ervT6s/ygijvRwfsX1eqW1FZMPwVv2VVzjHQ0F+d/hu5dWIiJwzSiU/KyJ+61Ffz8rKS7kpGhWR72IkZn7lo76WlYfDqtXfc5yfBf5kfBwW+3tp24rI9zLChv/2x3rs3w8f0yI+Kw+P0wqTP8Vw9/0Q8CuMKoOVlVcFq0ZXPllYtfqRiYiv+Fg+/3JtGxH/5cd6fR8La4jq1cvXMZLF3stwQf4rsbrbVl5drBpd+WRh1erD41XbtmuIamVlZWVlZeXGsXpwVlZWVlZWVm4cr7ocnG/64j8SEYKJolNGNJO3G3pbcHdSd87F6aLUAPeGhrKThQt1qgi9T5gZRwm6g4VxUCfEwQ1BKVaxrnR3andmDSQUj2ArggRYQEwTTQKjYz0o2YjWKdI5orhtWXCcgOjswkjS2MXCcUmU3HHNhC4EW86sgwQ+Nxzl2CtZhRowe2MjhUPATg1koUpwDiTNXLsQ0QlRRITQAJmQgIiOq+F0eofFO1NOSAcsQcoUFUwBEbwFm2ki6jiHWEDZIfOMRcdEoUMnWOqeJInoDRGBqASKIzQMt4kSneXUZpREVaAGPRodQXVcs4dw6M6xzbgJLhOaM5ZOtnYIRIMIpDnSZrat82P/54+/tPTwRiBf/eeDEBDFpoyoYdsN0dpJ7w0JcE2ECLHs0VAiKiGGZiVcsangEUh1PCUECHGkNQRFTOgiSG20ZSFUXtS7SQwNiSC7HYYR3hBvaJnoywxiOA0rv6P3yQVEIAKWBemBmtGnwLuQyoaUDCTol3scJZY9pAIEfTli5YzoC3lTaEsHcSQEyVsiOngjREF17CsbJEB6wzTRqXgPonVkU5AWiBV6TkyJF/XeenB+vqN1p81HxIJ0cQuOCyGBSYHe6ASHyz0JYQkfml1mAiWnRA1HtWBA904g5EmpvRNu4J2QyiT2ot4XcfrhpPfIbNR/j96PqSDNYZkpoVz/ze+6kXrf/fE/+2L/nkUhJZJOhAy9W3REFA89rYJb0VAgiKRIBKCoGeHBCEAoEaN/VwHh9H6ECKe7E+G/o/ekJ70HRgERAkfEMUl0OgS4BjnKi3pPEajaeG/40JoqUYLeIZFQVZAY9y9K+DL6aw+6d1QTLk5RpXkAjpHAEh4dcSdECR23lmBIAOKYK1074dB7x1ICB5FET4kkv6P37sEmZ1rr43otIG3QueLqSCQ0nE7QloVkyuJ+6t8bgWIduoFIQQncHUQQU0IDbwLREXWy86LeZzreG25Cr4Uz679H73sdete6YAof+J/+1EPR+6vOwLmwxNwbCpQeVKm0vSMK2SELeAh7CVxiDMQ4x6qETFgJkgjLSRyTOLM7GmC9oyJUGtKU2iou0CWYXEnJ6L0jSbCoZCsYgWgjpw1ej/TaWCRoCIVgiRmv7XTtTkRg0jmSWTSI3jBVpE2ILOwtcRZAymQqZ6os0XExJBK3BZ7wha5AGJMkAhA6mjKtC51G1jKuXZ1QB98yS8VbJpsTpmQxXJ3AyYBa0FsnMGoSqAvgUCYajnlwljKQ6b1Ro6IehBaaCGIJ8TGeZXEslKzKLIF6sJFE19HBiAaeA2vGIoJ4J5M4imMCF5poCEsCkQ5hRDZCBNxoreFaCZuYrT8iNT58kgrhY0nxviyQDN87ogq1Qy64N7oKEhU/6V1cEJTgZOxKgCjoMGrUEr4siBk9wLrDfKQLqAjuMQyqZUbLhl4P5O0OVwU6abOD+UCbj3QJTI1EIrxRDgeAYbhHoNYJyYBT6wFNZ4g4MS942mIhpLMtbWlYOqcvC82MtN1glpHe6T3QbJSyO+nd6WmLXx3oNMpmi8tpQFEn+4ZjNGyZyObMyUET6aT3wtB7W5zAICv76wPgTLcvWA4VcPJmB8BSZ5bjHhxCDLdOFiVc0JJBAwKyZlBHm6DZCA0slHKRmS8PuIx2WlxRMVQWTKAnoySlM4zV0uN36T23hvfKYhONm6v3ycZESQFXQaLT+wFFAIEwXCHcQTs+3gnB6HtM0RAgQBUh8D76dw8HM1pzLAnRR/+ugIuiKSHekVACJ0nCk6J0sk5En+neht4RkkNII7UFAJdE7x1VJ0i4AlGRnlEB9w4umAqihkuQtRDeqSaYxtA7Mx6gWUlSXtS7RAI6nU6RjEsM40ud1As1N3TJmDielFAj+e/oHQuiD71LCHNtgKM5Ex0kOpJOxjmN2tpo2pTo4iQzwgXCR6OZYieDTh3Eht7Vx2SD5PSupAgWOemdBQPQhIVjOWiaKPG79T61hkdlbxPyEPX+qjNwOoFJoolgdI5LJhfHPWj9NBBOhW00elOqdiaUx3Jn750uRtfMESGks3PHdDytjTyx7x0NZY5OT5niTpGgE0R0igUqSsgGA5pCShuWOtMDQoHuhGWOAbk3ysmzcd0ds8Q+ggXhNcmRbngVej6SOqTauEpbzOBJSSzLgqpyK4LXFGjdmdTwEBCYewUVIobnZBsQqtR2JFkGP9JCaXpNCsgieNmQa4csVCaaQUQmRScnJZlxroY7Y0A0ISRTa6WNloIAyxlvHbNEtgR9QduC6jQ8SVYIKlscjwQ43QVNQ8QhdXQCrVFPMwORwlYaXgo5+pgRlEKkzem0Pn5nFNTGwN5v5GQWYMxCXehJMRytfvLCNXrvROvkbUa7o23MJEUyJnV0C5aGMdScMKGHg0D3Bdts8e7Dq1YPRCkQwztJLNAdSYpksHyGiyCiSCrDyxGBK2gds9tmiiwVqU5PQDtilmlzRzTQXEg1iFoJPXkVrxq+25JU2d4+Z757ieREUcWmDb5UtJyj4QDU4wFNid4drR2SUCj0y/to2eF+pANNR9fVRdCzQq6gWXBRYsokCeoS5JIo20IqO3yZoWTElHwmLEujnZZCiYBpt2E5LGzPJqaUqd7pc6CqRHRSydQ+JjOqTjvO9AjSLuGuSElwbMwumFTcwTTRHHbZIDpdID02EWlzWg3NkeeueUHviiP95ho4eEAkugkWgfYgktFxWgQRRjalh2AuY5AnkTWoAeqCojjQPYZXXsEVEhO9NQxBesNViZDRzubQHTVBhZOBImgHsULtwwPZDaTHmBh4QDjSwQ3cF0yM1gOhYpZRUehOl0AdwpxOQlUolmi1IiokBEs2DDcKoqPkqLcFQekCFkFPQvZE9AqagIp3oXoldDh7IxvZO6hASUToMFpiTEKTCUJB6HSGx8VS0GondGhr2ILDCEuiFBmGdfdALRPRUTM8xvslBULQI5AUuBvDgetD7zH6eiPRgY3GSe8CJixpO86LM/XKC3ovdOR0Tz0MXnUGjqdEdFANFk24w6EbJgduSSbFgnRhTmCWOKehvlBRUg6KdGaxYUy0hQ1jdrkkYYr7lK7MOiHWKeEcRegoRYWIQAzAsCSYg7jDckC6o0Wx3gl15ugUAbpyloDa6Op4F44IF96558EOo6QDF10IKjCBKIXGVXMaMmbjAtphm8CacJThDdpYEBQ0Gh7BLsEhHFMFFi4k41nxk0t0DqXv90hJLN4wWdBaKHIkU2jSKSq0lklJqbXji4zwRzQWLeQQ6pTYeOCSSQTqnQhGaNDScC9bYFFoGBowRwcNKo5FwzzwWimMG1xV6VlQNiwsFNsROITSTGmtIWEgjY0KeyDTqXJzU8UiJbwzXNBquHbcQTQoKY9OqToUwczoIdCWYdykhMbwmLkLMV9jPZCc6EngcA9xRUqmpzGjatGBRLFCROBWQIykGQfCKzFXdKmwzZgbGHj0U2gMSIIeGzIJvTZM+ghnxhENI3wmUkZ6xacNRRIucNwfaHUZRlQ4sgjlfEfM0KMRNNKUUCkkdVxgJ4kDFbEt/diYdmdEErzVUxjB8LtH7GIzunMRZKlUhMmU1ivhhbrsyVNhOR6IGHqv+wNluxne3Z2hsWNjGTxwTUjveDvC+ZYsCTFhM2U89MWQnsYIPcQ8IxG0CBDw0yBXTdhuN/j+mvLEbeJ4wKuSpwf1HtjtLX73kkxHcnmUknyohOrwQmogyNB7AARFlB6O+9hvGJ1AvI9+UgxRiBC8MoyMAFGhJQEfniBJirtiMo5LCDmUkGFAoYqFEg5uDt5QD8jCyCAQenQEGZ6jrNCCpDG8oeJIVyoLGUOkI5pOoZ2EYeNeao3OKeQqQbiiWZGmQ1vqSBI0MhodV9iFMacGp7CW6einWzTElejA0pBkdGloV1ScFkJ2pUkDEq4zZka0YSA1EfCOuKGAFoFeMHVETsZRDMPdk2ChiEBWo/vQu0dDGQ+xlNPf1cck1UmoCC0bOQzagm+2Y/wMxX5X/77Q1RAamU7vD88MedUZODsHxDl0R1tlskQVIJS9Qc47shoTnTkLh16oUlAJsgrXkchZKXGNR2PWTPfh+emWmCyRYo9Xw6bCmSluwVI7aoophHeiBaKdFifvgTWiGvQh1m1Uxl3mFFOKGTPCBudgC96VRKZrY+lGy8oOJQHn/UhKhQPOJIZLRV1pKFd93PiiMGnmTDYcY482cCl0KluCnBxXo/fG5MNFeE+DUmeqJGqbSUDqRtFKVx038qTUq45qBRPOk3DUQNMZV+0Ms0bIMO4CJUXFa8eBpjpCgt44dsFMEVNSwBFFo42Zigvhnd5nsk2EHOhhdDKBIAZbLYQvZE/MOY2BUxoWTk2Gzs42YEkF8Ztb6ZfcQZzWh3GBJDQJtTlmQj47wy2wgGOGqSlNBbGCW2eJRC4KbRm5S1ZovZE143nCItPb5ehUz86YNI+w5bwgKWGquBu0OsIwPQgYs7NjJ3nDeycFNGaiOZYz/WKDHCs2ZWJx8I5KIqTSQjExJOuLXoo8nVEP16Szc/z6GiERJTEfK6qKE5TNjouzHce6Z7mayWli6QtGYlcU3xnHWjkrt1j8mkNbRk5PzrTrawB6pDG8FGNxgZ1y/exdKIVUFjZT5jjP7J64jYkR4qQ08pjEGy2Cen0ADqfwgND3B5oHabclSaBpS+8LjpBEh4f3cJ/WO2c5sTDuZyJI24m8EXR3Tp1nsoNuE/0BvR+fOCPNjqQJjQ5qj0yPD5skAtJpPXBxREYuSBUQgmQZEcFkPJI6nfJA8BH2bj70LlGJ3kaY1B3rI2RjangsqAuSMiWMSKccraRoKP2FEIs4p3QbXAJdhITjQGrQqDhCFkUn0JqQDFHl5K1QBKciw9CyYTwQHbWJ6I6SRgj+5I3yGmgMT4xJoViitiMhoJLp0hBJFAVPRqNT3MgER5ywSpAQXxCHhpCiEwqtClGEZTmCJpp2ko1wnKWJqDY8rRJEV5SgyWgbgEBGtMCHJwc1EiBhxAveR1G0K0Rlic5GE1XraO8QeghqHcmGeCe5nDzLvKj365RJs+M6YdLxh+ihf9UZOPsibHphE0ciChkne8fTNGK2GGHGdXcOLci9Y2ZsEbQv5KjEvHDpjzFJcNWDx82oEdydgxSd4lu2pRPuzBIkzyOPoDtNlF1xGor2ie6dozckAnOoGtAN7QtdGD/w0ml5dGpLalgdBliKAybGIolEZ6NKDsFTQ0hsEkhtJAmCGZWMaELF0Q7Wj1xGYjm5/0Vg6srjZlz14eJUM5AJNacsjSklqjrSnaMapoKLcHhhNjNXNCeOqswexAwmxkXulOUuTAnnnIUZsTLCGOFIdIyACIzAdEOxhegBBNk2IyGURLeFrUAtQe0CZCac5k4h6DidCReji+OxYLWxEeMY48YLFZacCU+43lyXve925K7EfDU6HXO8LmzK0Lt6p5eCN4fFmZcDlkeSn81Bipm2X8hpR5Dx3rGccHe8zcOrQkKmMRD0WNC8pWtDfYSzyi4ToqRu9GVPn30MCBosIiSU7n0YPSXhrcGxgivRZnIbeWy0I24JQ4CGpYyqoQqKjxyU/RHbFdrlHo2CmmFZ8UXQ/czd4zLc9tszNpPSDvD4E7eolwuxzZwdDCsJthcsd+4zpUwXR3tQXcAmAMLa8CrdX0jnm5HYfzhyvZ9ppuyu9xzuH0iTIOWCw/U9NrfO8cNh+O/dR77AaTCadruRaNkCb9dQjNgfiM2WeZkp5xva8YBNE3pQkjkeTkpphDw0Y8Wo7TDC0tGYpg0t+ot63xRlXpTQGxySDcGioLJA5OExQNiq4SqYCF0TrTe8B0v0kdNigrQga6MvnUShSoLumCkuEL3SR889koF9hI7Eh1Ev7nSDZEIgWC+4LfRleCVQZxbBPIjeR25Mlhe944SCM7wb5kTveDZSF0QDS6cQL6ecGhOi9xHOrcPLY2qnicSIDsz9OLxFNhJ5RYTNtIHjgouwccVSopli8zLCtdlHeMuNEZwyREaYJxY/jQkBrdKq0E3ZxcLcOpYFjw3Ogp/y3+KkdxlxruGZZEwURrT0CMlG9AKjSR8RjjiFAH14gpzAVE45UgbidHEaHW1B8kJIvKj3EkGXjOvDm8C+6gycY03M2vn0zRl1rnTZ021HSY5qpmkgzBTtXCFcexB14Z7YcElj9CqoHFhc2HLg7pK43irl4Ih2DhbsZIS0al2IKqSUkZjJOIdFR1WLDUPnsbxQ54RoJzESzzzFyCZvMz1v6NVxcVIbFjoSFDUEwSzIo65lJMl1R+VIUqWNABRp2kDK4AsmyqYknujBh2R0kC0LT3jFrNPG9IEuwwsSpmxDYSPccuEylKMmzkJxaXg37lKZyBRTeneEUTUWKdOicx2BpEwKSPmavggSRyLGze8hZEZoLGtQdKaSSBYEnUzHponZG8c+sfdODSNpAhGydHKGRRK+dEz3BNC1sFmE50pwVhtFOmnpHLRgEeAHatzcEFU/Lrh28vkZ7CseB9QKlIKmggJTVFoIlpyogc8V6wEp0TzoYUQ7Eg4ilb40+i6TroRI7eRpKCMpeb5CumBlQuY9ocpyeQQrpK3QUERnkERIUBjVQuCYGbIcoZzRWx15AqE0B7WR5BtihAk5GB12NmRexnsUBEElc/HUU+j5hO+P+G7isbNMduHe8WSY5OBcBXvNDp87XCgJxc8KYZ0SyvapizHBqJX56sAZhVqPhBr7yyvSZkM634zcORH6KdGU6Fwdj0geBQvdHE1QD/sx0EUQbqhB2oxZpm0MQihlzMTDhbMnH2N26Bxp/ZQEK4lyJiRLI81ACnW/x/04klCBXIXaDhxaoNqR2WGX6ceF5J1Dvbl6rwLNFjZ5SxwbHm1MpNQw0gifMAwKT+1kUMbwbMlI0u4NXGYiFKFSmwwv5xJ4doKMWRp693kMuJaQWCCgLR0hE8npoVhueNUX9e4EboqZEH1BJBPdR3WVCwGoB5pshIaTkGSk/IcI6k6Pio1kH5IbKRfICXrFLTMVIyVlWYY3SzJsQ/EENKdulI0ri4Oe9N63mRwZ+kJEI3Ga/DnU2jEx1JQeQYSO6i1LRHSODAPGQxBtIxfI66n6d1SmSQdUKRq4jdSJbFAlSF2wUlg8TqHbk8fHEpo6EmlUcJHwtoxkbgkCpVTF00LzjKmTq9NcEOmk1qkPcbWaV52BI6d43rtao6TCRm7zODO3bKH3SutKzU6bg1vRUQokYfGKnkJVhw7LstAdrpJyFkfOr4WDnbPRSspQ2ygjvy2OpuPph8+YCecu7NXJCrZplLpDCkRdmL3SZFiyWp2tbpCoqI3S9SwJjVERMoWjqrRwtgjEKAcPPxk6HhQDk5MFK8NdLwjuzjRN3BbHMWoXai6kCG6ZcBbOsTlL39B1oaSE9cYB0DCmPOHV6QgzyiYSOS10zXhzdtLIqtQYJZmntD1yZGKumAgWQhdoogQwGUw6ijCr5ZE4SkNa4jo5KTotOru2UHE2KeGtjt/UBHfljPvsk2GizIvT9515k3lsFqrx4syLNlNqZ58U05ubkyAipJDR6SbD5DbqDROlLfPIBxFB58PJkNBRadUapoZoBuaRkOyAGYWFsneaJCTyi4nxnhSxie57/HAgWcE2E0mE2ioqSikZypbuHbm8ZvEjbm2Ujs8LlrbQjiScSAppgtqpRUndKZZxKpp3OKOzbwQaDTyjU+aFX9PnmbRLVBEO+8b5k4/z+KbiOPMcpFMVyROvEQ5uHK8WLDXmKmw2EzrPtOMCKky3bqG9ExXmHpSzc7x3SIa0homgSbEAJ4+KEmcs0XB1PawTT6CVEIY73oZ3S0m4KCUnlhCyOD0aFgZ9gcXptTLdPqPtl1HVlkYFkE0LYcKUM9f37lMPgp2BWMKlDb1np10ecWAOo9zgxVdFhNITSxshUvUzUjgqSpc+Eno7iC9EjPeLCdEcMRvxJBrNG93BRdjGcgp9ZcQNURuTMkYZuJvjUUmqYEYS6NLRU5IxsiFlR1plkTrKzRFaE7JMuDRMRtm5kUbC8UhNI49AD0EeeSz4WHZDIdxGRa684JFrqJ3yHd3Z5TOSjCL02nRUCpuy3SgVZ5kdY6E1IeVEaY3oM2oCtoWlI4zk62QTIU6oon0sRRIijBqoBOEoMfoab8NL2Q2sEwKOUBQkjaRsY+QLdTNSD7AR9lPvw2vvjmbDfRTYjGo2JdI8DHsM94U+B5E6VCW0oZrobUQFjt6pkZjwh6a3V52B80/4Pe74iEFfyJFtangqXHtlL4a3hdAdF6UiPXhGKsdaqZKIaFwtgp5CSQsw1UqbEjJ3zlnwCHIDmwT6GPAlMpFAxTjUMVs9C7g/nbP1I5Kd1GbEglhmVAtB0BXuhzJJISUo0jB3SFBS5vHpiF8LRwumYnirbCUROhJG3duo+hAlKWyB8COlZ/bTGfds5plNp1Rok3PfjT0OtmVDwzZwbMJ530GCY83UEFpAlgBzdgQld45VgWkYZyZjnQNxJg16qiNxzDM9KcLEFmEOQ2SEpErMiG6oqph1thiXIRylsNl07sSGUg9oUnJkSixU4CiFHGNmtKeQRBHp7KsiKLYTZCqkFszu3D8eWHRUBhVtXERQ2+GR6fFhM83zqKCgncKTeyLvqPMVglDrgp5f4FKwpWK7Lf3+vbEuUZ3BIUcfMzk1Su/MBtLHSiBKxz3jRZD5EvIOpRBFke2WerlHBVIpkHR0hBH0qwNdBZvbWHMEoCg1nCyJyCdvo7eh94sztueFuN/Y95lbt3Ycri4peUtKCb3YEVcHXBRTJc4yZ7nQ6mHMTjGOsfBpzxTiSmgK+7pwdQ1lO3GeoRJClbwAACAASURBVD5e+NAHK4/fVmCsR3U3IMlYzwNzLGUupHO0LSmPUvnrCNQU6Y3NlInMmOF2I20yCdCU8PlISCIQ3CHnTDIBVbZaOLY+chBy47Ak3BuYUi7Osf+PvDd5tW3b0r1+rfVkjDHnXMlOTnbPjRMRL94LwgyfilULIloUHoJYEav+A/4BghURxIIogmBJsGjdkiUrPt8Tg/eM5MZN4qQ7WXutNZMxetKahT7PCR6IJQ/3cmIUN5u9V9JmH6239n2/rxdaNaw34pQJU4JuIAER4/J0xCUw3yuyTJgL6+nC+nymaGTpFRB2eUw4f6rP1I0mQ9gaOkMIrIlGQRrU3pGY8KioGRKHUFZVcYaMIFrHgo/fGw0LQ5BrgEq/isgVsQ0LieBDB4IEehtNgWoYWiftQ+PXG6YgtV//r2FSKhgZHetiuU5uAGJEUiCuRtFAjnFMizRdRbUBw4Y9/XoZyJ7oXkgoIQUutvHJy4nQMk3hsm1sWyeHyCxQEzwdE4e9XcX7wgVFmw3BdDBEAlPqtBrAEuKNoso4XY0oil3xJXge3wfhKvTvuMShD3IbDiwBVIkWKb2jJoTcWPuM9TJ0TjHiVvlBGumOhzCcWR4wMXpvuATi7JgMS73VzratFI3svQ5Lfep4/Vu0ovrzFqgIOx8wrLXD69DRJqQIKQasb2hwMp3ZjUWcKBuGclbjLMapD5EaQbHScQ94P7OK0nzB64rawkUrSxJigSKNHDJIx3Qit4powoXhPvEOKRF7HzdrC+ziYI24KE7kNhnRAxcVSp2pKaChE6yTw0QOjsgAWHmIWOiEFrg4VBHmPBME7tzpzPzTi3OYnb8bhY+r8azOkwQ2X9jljdch8Fg6qytL6BxyhZb46yrkANEg0pEsrCjzVdHfEapEIk7wyBqGSNtkY58mpDm5b9cGzMcqC8dFWX3mqGC9ItVZVWniWOnEBJe+0brj1enB2DRAE7o3zupMHgliuBlHV2yrPIdOlsCsgXIpXBi74RRg7T/dG+0lCLhezZWCD2oLUh3PgbjssWpEBHNHWx8uIzEMpdQNCwOZEKTj1onNaSaoF2IM1GD0ciZbxmrBUsQ3o6wfSHmHeYNpgj4mopoGlsC8oSFBr4g5YkBiQMW4rhdvJoRMt4ZdnBozS4oEg5u7T0i7Pqy0OHa74AG0KZs7VYS0OzClQNRO3EX+4q827l4vfLEE7paJ5zvneDa2bsgU+Oh14tRWysPK/uXE/HIGlK/++kgAJgPEScto4EkTqtARzCISAjElSq/kKVJb4XDYIw1KykhQug9xZuNqJ7bOE3W4ZVqlNIMQOX94Jt4cOD2/w5pR2xDRrtWQ5xPdA5oDoXZCFnpzWq3Yk2FaQRMhJPy4sfkZdBoAx/pbK8cf/Tl7pbXAoo2uAXxMIkNViAJRMYP4vUvNAB98I0MRNXowWgMVJzoDkWABvA55Sw70vhE94TR6UKiBqoUkaVjLJYxm3vKgk/Y2mhqNmPuwszMAqD2MyZ8zXtjaI+YQmg9HqYbhuJUx6Q9X0WyfEsEdIWE2UBkpzWMzEAen7cu3jWUS/ujlLSVknpZKKQOLkubESzWO25nSOlPWgRAR5cOxECLka737pEhzIDG3AVeF8IOexq78sU4lTxPSoNkAjEpwomau1BxEhEty6B1pnb4B2mmt4RroXnAbxoggMqZG3ukekDomny5jtQhDRPz9BUxDQE6VdRquXOnQf8SJ5e9cg/MS4+xX0BPCrQ5btMdpuEWI3GOE3rgNkFvlKTv3oePeeS6RqY3xdu0wxw0k0WNndaEgdK4vYC00SaweSMnobjg+HCihMzms3TjXijThYIOKWYEkirnRLRAVzByCsMZhE+y1cErKrVe6w2MXCs4X0rm5ApOqOPsg9Ag3walNSFlpkiAY/8QP3PTKhyp81zofJ5jTWAXM0TlbYomC+CA8ry7QdxyDcisntAsmYB5RTxxUkbYhomx9mNZNAw1IJsxByObIekFERhfeIxoDvQumkWbC6o6uG5NdcJ2p5kz9zLae6ZdODMuw8qZEskbtHSxSKcwNxBqX7lcI7gBMvdBEr8NevroxB6F14VkCl9Gq/iSf2DohOG6GhUEEbX1Dp4V4MxEkM4WAl8ru9gWhd96+eeDm5QFpgYe3j2xrZ2a8YC1VkEQINoTazZGrrqvp982GQh4ekO5GnBKuhhLobGzvL0gbawG3K6NCwhBOqoyXSO2QAhUlTJH+fIIc2UWoq/HYKn68cK977l/c4DqcYcsh4puyBB8Hr0I6LBCMb749M4nx8E3n7Rx49XpmFxyRzBydtVd27LjohL6C8rBBj5x15f5G0J6u9Z7HmD4LWqAQqL1QVkNzopdGTIEcE6JGXVdEhLo2TIQ8J6o5qtDaSpOAnwr1Ukj7eThKno6cnlb0wxNpt4egpEmQxliNSaS7oVuleac+dUQYotnQ0RCZytBWRSoxzLgbaw+kdvyt1uSP+USESa5rDh1ohE4naESjIiTmJEP8mgKhN0oYGqi0KdIVrzCHcq13B08EDO86XrLNUIwe+lX0O3RhCqPeVehXUGmXjV76qHfxvxEAh8G3UcbfMx8oj07ENeC+4paG7sSEVQqUyhInwhzBhxM1zRE1wULEiyNzQi1AMB7PdRDxj51/VCq3+8AuKSKJORlr3VhsBzLj00qvDiVQ6CyZ0WhFME8kHJ3Bt8GrMmtjaiMyCOMiSI6IOa3U6/neMVFiGO6n78/j6grb0OlIDNAMKJRtNPkhTBDGyndMv8YkqNFJ7rTWsev5XjGUQXCeSqWJoHMnF6VFo9ZA1PVHrLffsefghZ0EzrEjXSF2Ng5crPJuXa5AMGFzxWShtwGIE3Ni6ag3Pt5lPg6FvTbcEzPCM2OpHlsfxFOJqDopGBoHbfHkPhDhIpybcBMqtIA7nNWwPkB6BaW4U+OEygAiJZQ5GNkDWSolJnbWaDGyl85OAxfvfOfK26a8TMLsxqNXXkThII5NxgcGNbXaDX8cNnKKuDrvPfOtJuY5QSks4kjc8e22cpMSSRuxX3AKd30CSZxlFFDSSgwN7zP7rEzrif0UOaN0Tey8UTxytk5xx9wwD6SQUTpBnbN32mY4sK/tygly4DJ2wusGUnEd9shIp0u5ao4Ss26EYQRCZdjJFUclUpuBreCRZ4OjCLVB70Zu1/XDT/TJItSt4kHIXseBHfe0dmQ7OuoXTghazjx8UHobP4vjcbvCFQfhGjrRjd4yKQwBoOtghZkFVMM4jGJEYiRFHU3KVRPQTxXPAdq4WXno4wYHWFC0dGy+SjBzIrqgORNCJrdGWQ5jqmOw+/iOvRnraeX5vHE6N+5f35ECPL8/cX9/w+1uImbh28dhTxeZ+OhzYRahV+NSddDJe6B2p0hkksgbNoI6qQW43+Md9swgldP7lbZ1YhRCVKwLh48yx2+O3N/d0OtYSQ/EfeWydfo2VgniyrxLGIbKWM2ej5WtnqE6eZkJQdFS6Chl63hvpP2Cmw8uTwi4MFxl2Ui9QTNERqSDMGjfrVXUKisJqSvijdYG3DGK/6g32t/2kxjT4x5g8o6pIj7RKLQ1oF64IIP7JX9T7/LorNc/n1IipsgUnNYSOTgNIAy+jEu4Uo4DQeIAfIsM5IeOyRAVLNlwDfnVOMKA9QkMF10cTb3pcBIiSiAM55dPoDL0J6ocbOYiztY26rGR044QjLJeuJn3HKYEU+DUCqhjPnE4CHOIaBeO1VibAwvNGpVElsQ7O5JiIveFLYwpU5QAUqm90RsEOhIU6YG0UzhtHPYTvduodx2NS986m+qod1NSipgaUQLdjb4aLfTh+hO9gtHHNKjVhtHJBLwbMOIvqhnZlRY72b7XAfbrz8aZbPzbWjc2jyDtBwnJ9wyt73/HP8bzO9fg/Lll9sF4QSRop5kzReNNveXTeAQiX2tk7op1Z1MGD0GEmsF75Ku18VYSzTO/F098kYRzhY9cqTnRwrB9r64YHSPReyerUnHMxx71uRdaa4Q+ckiqXHX+Khzdh4ZEGJkiAs91R2F8MA5eyHEidvi1OOrKTYTPLPIqGV+ajDFnyCDOQ3UeeuaPZuGBSpUzMWZEnEhnr4qqEHrglG94aoXP3cgk1rLxwSfAyNaJOtgNexoSDHO5rnsuQGdZZnob493Fhj3bBQ5Bx//nja1UmnU6CxezQYWWyNJBrjbk1S6UKnQTJoW9zCNPJnWUIfQ7XgFuw7k18J2O0h02d4YcX6mM/Ktvq9MURHTAA0WoP54G7bf+lJDx4IQOpXdiE3RyuhyIvYEINSqSF6RuQyZzrXdhwzuYBDYZAsqUKm2Q5lBLSAjIDqTbEBNaRTxipeEx4dbRuICvtHOFchlMjmt9+1AMYtNgwhhKqB1PkeKwrWdOClqHi05T5MObd2h3pn3i7u6em9uFD28fsXkixATivDkWysX5e394x5fPG3FqxDouFzJldr1dSbOB6o1HjPtZWKswnYRLL7TtQg9huPskMIWJeQfh1ugfKnLYYb1z9/Ed5dTpcSEJ7PdK9UQ6ZMoFtAUu54Z7xYpQ1XAq05zI6RZRpW6FSz2zrmXkbM2RZb8fE4HopLjgtXNZV3rK9PMGDL2ao1cI4N/Yz606IXbKug3a9zUPrKO4/XQ1OJuNaJagI0sw2rhgWpuI0uCK9JCBFB5RJtd6n9xxg1OvZHOaC3OqaJzom5NSJgTBaAQB6+NlHlGsG4QBqjQCZKNvDbwNBo7ZmPQweDtjchkG+6s6pkYPgVoKKIg7MUREhNY2VJSQYNGFtMys6wnzQNAI4jyeKnXd+NmrAw++QTuz+EzoQs3KrkFTI/RAF3imcjtlumXk2dh6xdmoEpiE4VSUiRzB09AvIcMheNjvqN3oGkgCcxRKE3ROaIBQAts2vsckymbXSW0KhB6RsZJga5eRjdUVjTCFjGEEdZAxDSpXAjW1X1eII6dQug90hA2u2veAxLrWf+Z87/Cjnu+/cw3Ojs7kcXwQVDho4aU3Xi4PHG3ir4owl5WNQYCy1kZT4UMfIm50YPNxMP8lB4oZOTkukVN3vCVS6pg1drqD2of9UG0cQtpYe6YQiD7gfT0YrQeCdCZ1ggViulB8Ql3YtNG8sKBUK1eCpePBKVu+Rjl0HtR5KUrrTo4KTfnFWZiCEWPg15dhmfMIn1Z46hemNLElAQrP7ULOM0sKfJkiq06onegGPw8D1a2kYdxOgVexsK+dJwSRhX3YiB1OoVOuot9FGh+LEUV435S9Rh7E+IY0cl5sIOTLtlJEWDdDNGMhoxqYMXbqnFthlwVrxrc9sqgz+xCpRpxiRuvDkTOpkw1+GQ9UK7gnDqL8PHWSBU7aWXwo/Em/xYL8kR/rKxKBANETIp05RZJ2qky07YJuK12HCy16YEryz9T7QBwFUOG0FXKOEAWXPNaMm0McTpCgN3htwxnqDWqnWSO4UNpYRwUXjNEQyXWVxBVqpjrhDCihdB1alcuGRx+9qhvSwNVZn06sxxNPxwP1UgnbsJV//av3xCRMdwf+t3/8CEBKkZuXB9bThby/GWRZYN025rwj3yU+UNiVyJvTA1rh5nAN3lxg9kgplZuXmSUnnlJjcUNjJnbYlsBWdWDp1dgfIlqd52VmXpwvv1o5X2DtBbMEqhyPJ7wUtrUQ8gQIacl4zOxT4Ol8Yb/M1MtKOW+EFAjWCGEi7jO9G/VSURkvwtSUFsJw3YhQxZDdjmkYjAltG1Ea+Sdd8Egea3UlIQ5ZIU9OtTRE9dapPlxL0jsT7QrHG/yZyRnZDCpsG2MiERWzq8zAnR6d4AVlh30/lXSG3Tt2tI+Lqfj30Q1DWCzY0KVoQsQH5C6MiAGxTlBobeT/DfmLXA1JRi+dGhq5F5r70IB553haB3IgRv7y7VjHqAhldtayomFPvE6pS39m0gWdI0+sxJPwgTPRYVpmokMIPsCvE+yXQNBb1rUyC6Q8Ezs890b3Ue9zEOJ94saFb08r033g/Ycjp3VgCrGEu1DrhrpTSx/fvw/buaVAFri0SgoKvdNqQ0VQ7QNrgeM+WGcyGIEkC/SutFivFHxHcmZh6NxC6ODCFP4WkYz/KEAPl7FCmibmvKOFRDDlIXSmFlmTEWqgSSUPzx+lNeRq3QsShobMO1qdtz2gOtwbSEFV+KwnXsYG/oQy4GClOOfoSIlkqZzDYAuAEqxD6CNKzCEm4ciBSBmQKYv07pzcWQKIRrooSCDnSPFKlgnv8NBHymzyQBBIi+ARjmvnpa70BsJM8MrravyyrPxcIFuA/Z6HxwuXOOyOpRdyHM6kX9cREHgzKUtUlIWv18B3p0dympjDxsfWkKzcTDtEMw+W+DIY+16598IWKt0DL6bI1AoPKO+vo8emoBJZ5k4SH7cGOm9MOdfALI2tCKqRz9NIpp1C4NQb7zvXEXzEgnOskYIw9417H+C6xSomFWJCPTDHgEtjtp/uCCd3wdSG02M/EXc72O2YQ2Z9fkT7gosxTDYDmkWPdCvsIpybjHwcL0QPIInSdEBnvJKC0aUTbcLVafUDIYxcGM6DgKqbD5cWQ0g5xJZXZD56tYQOMjJ9HWsrS1jboI+RtcaEhITM0wj2tIKFG6QUtqu7yC2hoZFvJtI0sV1OHG5mLs8bcZmx541syru/+oq7VweiR6ZZeXx8QNeJKPDNc2E5DNrt+w8jtypLRqdMP0Tefdd5893XTPuJaUnswky8idzNM1PceOyGXyIP9sw+7tms0Tfl848PPD8ZD2nmw8ORamCtEnJmUSXtpmu9w+P5TD+Pm/523NCcmO8imYAcFo6PZy5lI9QyAnJ1BDeuAaAzyXVSVZ3uFQlpBKDmMKI16k93gjPpRKcSJKI5oynimlCUvq4jQymseA84FQvOdtXvHdw4EwgSWNWYcTYZ4m1VZQRktOGw8glipPtGJF7BeCNbLdgQJQfsB2q0SMHbcNApIKpj0nOV65oHXPqIShiz++FsimHgDKzSmBCMZgyhsgoS+niXhUDrG5mBDSFM0DdmE47nB3SJuExkdc7lCH04mp6qkYJSRWjPG0QhTQuLZMjOwzMcj98QcyZIYImRkAI3y44sjedunC6RyCNHWdi00S/Gi92BRc88b8P9tV3Fymgc9Rn1h3pv1ih9bCu8OoRInIVgihCp1im1I96QcM1R7E4Rh9gHrZ+x+usy1lexK6ThVte/TROc93lHDM7rLOymCBpYDnuOtRLfbwMktxWSBZIYao2IktJEwYYrCOG6LOLkIwNj4OCVFhU6/DJGPvFEl4V9GHjpJTRqC7QwlO+iE5s3kgvERNA+eDQxk9RYrunel3MnBGGKHVFlNyVoI/yvbI04jDJsXsmSGZVjmAVSnNisDIBUSjznBSY4l8Z3daQ1E+AvY2BJkUmE28lYvWI+ZKHuwvG8kjRxks6780ZOB87lyOyNUhJ9HvbxX/VIlErOG+4bi8AzM6s6yTJnZlKGlxrp4cRdingozE2Y6sZqw+dTa+OMU9gR5YKGiWbOTIfaKCIkImdtnIjcSURj4myVWiEF5wXCJkrzyItQuA+VxR2TxrON9cxzF+r8O1em/789fZeHKHiZ2L16QZpgebFnPRXiB6O2C611og0yqFqnieGurBZwCs2M6XsdiCoZpfRxO6pXdFoPjSSZMN1gMQ/dSyloc5p0YnBIe2gNcYO4Q63iLug0mpcpKc0S7eEJSZ1g4yWVbhLWGzpl6nkddvec6fVCjDtEB3phWAQWWt9Gkn3I+DwxzxNP746ICJggSTl7ZJ8iopH9fridvI8A3lqV89OReOWD2V93nl8ceH5aSThbMeQ0wIfZBdfGsj+MQM05U1qn0Yn2gV4r8XZiSnvUV25e3iK2kKxxJwHvQ1d2uhTatqISSAp6dbBJStQPz8gUqWTkSkSflx1h3lPK+Rp8q8xxRrzTPDIlZRYjz6/wyTl9OIJkylUY+lN9PCviC2GKxDihAabdntpWQmWIwVsjXetdutEFhMyq0L0DzsEd8zGBSd3YzFCUi4zznVQQnVCP9DDYZCEMfksTH7UjGe/GMPnNaPaRuh0DQiCnoT1pvaLRkC5o+B4WOZxY1ipCZKSgF6RNI1Tw+rUHZswHqwnJeJQR4lw6T20wZyQGzi2yxOFMzNnobVwqw1WBuK3biMapUJ5WtiWzve9EjFqdrW9DK2rg2nkX8nApBQUX+qMROKMdbIYYFtQvxDhTdSbNnVDDmO6GQZJ27wiRYIZqoLmNfK7aoH+fYd5wgxQT6pnm2zg/kjB5RDGaR2KElBz1CdRpvYEEShvsnh/r+Z17c/z80z2zRjzAXZqpYjxbpVSY7MLLXngrgaqjvUwhcmDjQx8ZUqqRmcZNgNWEKQhbEIopsxt/KG1QdtsT3/Ud0pxzCLiG616wE0XIYUNVSJ6I3sAETYl0vYVJVNZyIbQLr6PyXhIxBaYcCb2z9Y3Yr44iMZIYaCKJ0LsgcSZRcNuYvFFbRCxgEcQ6cxz8gu5CX51cNvqlUPMgS+5K5RgDISTMNuY00wis7ciOPe1SaG6syzjQx/JZOKrSy3B39Jh5FeBDX2k0UjOImbk6D6FzIPIkK4sb1Z0uSoyDmZCukQ1qjzQTTmxQhZojmQQ0chQWG6CoNXYuwK0KNQVaGGuWSYXaEptUjmHmr9uYEh2mEYbaQ+L4fcL5T/D56E++YBczqHD36hbD+PB4GlqNsuLrmZziD/XuCqF2iJCuAsBMBx1AvShC0+EcjK0S2qBlR29Xa6fjnK71LqNpIuB9HYd9CEgbPuV4s//h6xQZpN++PqESQTJ9zkzLhOH4ZaWuJ8K8HzbcBmlarrczISx7aEbRwghgLogFfBs5VsthxsMIUWyXM/XDiYeg5CVS1zL0KW7MuxnKyv5m1Pvp4ZklT5w/VLw7epjxsuE26r2I4FuhnN/jKbA7Zy7FMTkTqkBcyFvhSZ7YTzPH5yHs75sPMfwcMR8p71ETVhtSOqWfkWLYbUSXGbfGcjMRinHp58ECqZ20211JseDuhJDxqrgWfDnweD4hxcm3O8QjnFdW/+lOcG7ub8gh4qZM+wW3zqVWaFzZKo1J/Id6/96pk7yP8F5RJreRCdVgUcWDj0tuH7Tt0jvBC7Ya3XyEcV7r3WUIysFwHTR6dQMfdurrGBMN0Op6BQSmAWeNkRQjHcNqBR+J4i6GG0QyIepwH+kIbW06LNWOIR6QHkc2VBp6RHPFa0V753zlzoiNRsyAEAPYWDs3AnXdyClTN78CYxPG35zvVQSphVYuA/rZAlt30A3tY2090KAbWSMXPREQrI+prcThDg4mOAGjIS40v4x7eYyIDCZRTAI2Y7pdjSmjvonX1Z07qt+7xgrdE7WODERJaQidxSk/4gjnd67Bia9fcCORZpVnC3wsG0+nwOnxgRe28dd+oMr4INy2QnfhGJxbnDdhKNo9BY4eKFqZW8LaOnbeMfF/ISQm1GFyIwZjH0Ysw1GGyGxm6LVmj7QsqE5Myzxsda2ylg2tG3fdeNsiJwDv9K1gunKgc58S55gwK2RRQkhstXO7RF5w5p0mKhN7OfNsTq7OFDv3a+PJO3dT4MkzpxB4GS/cueKx8VA7yTPPrvy9EClS+ChW3lnG6pE6Cfunr7mNkf+l3NN9xTUT2uAYqBnWR0Bc7We+lGEXzhE+mztRNo7seOGVnRyZupPMKJK4hADVuKWzj84mcHLlaIE9kZ6V4MKsKxoyGaN3Z5+dyZz3RKJ2Slc2H3TjB82cBc7sOCq8Z7xMD0HJ1dlwzvbTbXD2d7e8XDJlSVzWzm3IuK28/cW3eKl4XKgymoC9VboLTUB7Y9UB1KgqRM9jVN5GwrXhtJjGWtGE7gnxiomQNA/RJBCIQ2sTJyJpNKi3B6bdgbKt9N7ox2d6aSQvdL9SBNtGP505H5VgTt7taCnSt3XoXnYTfS3cvLonRVhLo5qzZOHyeBlxHfOESuRyuXBzt6erUN3Z7Q8sIdKic/zwTAwT63rh97/4hPP5wuGwo/XE6XJi+eQWe/vEy09f8Fe/fMP23Mg6KLStbSNvqzRMAmwXTmlBETwq82FG0ozUym5eCDNEU6IVWoojqfxYmXeBu0/v2Fql1kZdOyHdD1+UDyExITCHSKmVRSaiBLZa6QGkCVtzUMVCwz+sNFNKH/pBcajV0csJFcd+wmGby+GOnSTWZLQqHNLMeXvmfHwclGJPVAFvxqzjfLfrJOJShzuuByH64IuJB7yXgd2Iic1tZE35hKgxhN4R9Huhqw7oH5AYMoKgEKblGjLZ6G2lboUknTEILeBKLw270rDTFOgM3Y+oEELEeydPE4pQzYbNnT6Iy90HMwalt8q0S9SuY74aI3MMNHHKuuFEmht3+xtMNua8p66B4hfsPsFxY9rPPD0UujfylbrcvY28LTPMBLHC2eOo96RMefDago9oCeIgGwcZyelNgd5JKRBzwqxjVundiSQkDYBi0I7GQOiB6obKgorQex16pSZ0GSwtV4PVsDbcbFWvWV09ErwjdPqPGMXzO9fgqOz51emBh3dv+fCmEmyEBZ5DJ3ZQP3EXA5s0WpwoDkQIkpi28xCmiXDYL6zPG5kjL4Lzpo+MjNeApU5qjqsxq4xohKR8RCUrpK78HoU7cSY7c0S4K5nH2rhPwnNIHNvGb9IdsygxRvYpsM8KWZFaSS5M2LWJqcxt4/Ms/KPnI3e7xK9dKM/P/Mku4n6mS+Ot3/E6OluPvMbI24muTm2RX0UjNGPqlWXJrCHyT0zwlviLrmxrIQUoPRLyx9h24YYjLWfC4wOvpVPDxPH6Ad4kEyVh5UKXhOuJr4+Jf/lF5ws5c7SFew18kjZ20RArHA3e6sSTRI4GoJgIt1NmjcoCmCZuXDFRZhNWH7EWl75RK7y/jn69G0ESH0vh5zFykwrHuPBUlF974gsxbnNlq5X9j7mk/S0/r3d3fPn+Ld/+H1/S3z2jtdHS7cIhNQAAIABJREFUsBWrgbogrkR3LjoIvhoEQdG6/VDv4e4F24c3pGqIVKa0w+j45vgEekUJKY0uikyJWBuaMl7h40/uWNZOb53jZeXnn9/zzV994LM//Izjh4V3X33LSe8IvaJTJu8XdocDYR/xtY4bbxnr0kBHPfL6D17xf//jv+CLP/o93j9urG8e+Lt//Hc4TRseE6Ubt3OAOvPycODD45nT8xOVwFEqdMGeN179/oGQnF9/+Q61zpsHR9dBbE0M99jDr75FaifMC+u796goMe/prWCXJyxMSArw/DguQb3y/CFy/+lHvHh1YK3KThMfvUqkeIdY57ydeDxMlOq0agQSm8DtR4dhKWbAFXd3eRBrPVKfT2OF2zfqk7I9N6YbHROgHFBduP3Zjv2klOBsp1sejo+8POxIn71kO1em6bdakj/qM7eZh/rI84cH6rYOgnD0MUHwUe8xRCQY9eouEFWCRkwu8H29p4W2PaO9EMJwhJoVjICEAaV0GJMeZ4j4EVQF98iclb0oRaH3zmEWTuXCIe8om3K5XKiSUSohBkJMpJiHIrr2Acdr1yq4rq9ub2/45t0b7m9uuFw65XLio8M967JCGaL9fYpc6OyZeO6F2lfMAk99w9uQwcyzIiHwdBkIgedzRUujiRJN8RQ5PZ9QnKBpBPCqEknXCIsNLI1k8LLiQam94hZZ7g/kFLGuTEzs7xLzlK71fuG5MsJHy3CVWXDinEfIqAoRCMmvRPJIqtvf1LsrvoJkHyyiGFFJ6E1gjtBFKMXYWmOJioSFujX2+cc738V/x5gL/+m/9e/62/OK4ZTWmEQ5mg6plwfMN7pllMZZnJ3BkgLSjT+IFx5YOEvg1a7ye9J5rDuyGF9eTryddvzMOgdtbGGhd+ePXgQ+sc7TZWNJmRiM4+Z8G+CxTUNR342fZ+MNgZN1phiotSJh5qMgeL2Q9pFbnD/IJwILX9XGq3mhbyd2zfjSA4vPTLHwv54ENuP2sPD2uOEC96J8JxMxGqk0Vk2UrEwYPe+ROOzT2RO1Qa2VViqfsGFkntko28TP/B1/vb/jX7cHFpn5+BBIvfBPV+eTuvJ08zF/dr6wFidTqGRCb+w18diFk4+13sehUrXR4x0f6cZHc+SOQArG223lIjueu/OoEzt1wmy83CbOzXk7GX8owpHIKUSmXol6plblEiYKEx9a5J1AFMWD8qjG79WJr6ZB7VVvvCLT/cTHIfCf/E//3U9SmHDzD/4H344fxppn62gUssi13q/OEBT1hsZIb8M+Lb0RsbHmSQGNgWnO1Iuj88Tl+S2WI1Mf2Wdhmujd+dk///vMrhzff+BwuMdT5/zhzHm9sNZBNqUX7l7fc7wUtvOZ+bCjPB/R+cDd61vqwwP7n70ki/PZzURIO747PvLZ63tOH45MAt+8v7DsDkwJ/uH/+Qv8fOL+k095evPdsKFPN2ONFJ26FlJMtOkqcJyXsRraCvPdDevziV4KtpUhF00z9fyINIHzM7y6ZdfhcHfLZ1+8IBn82S++Y26w/P4n/PLPf4Gct6FfCpFgGybzyOcKAuF6o20b4eUn3E7K7eevudXINCe+/OotkiLnp40eE3EJLDPMeeH8rnHWjU8+Wihr5KnB1CvMzrY20lU/cj5fuNQNUUVV0V6Yl5d8CJcf6j3pLV42bm4Sv/jP/+2fZL1/9h/8V17XM4ZTeydfzdljhiBU6+DDHciVbxOIuDZiULQFLEC6Eqmtj9v/eX2EGMjEkewtmd6dmxc3TDlxPh/Z6YJPsK6FXjfqtd5FGtO0o/RC642kkd4LojNTTlhfCXlmjsL9zY6UJt5/+MCruxectyMTifenZ2K8ISfj19+9wZux2y2sx/NwgoaMdIfktD50oqbj4kJaxprNuEIEDWvlmjcn4JHGijRFfMOnTNJAzhMvb/dEM75+/wga2eWF96d3eHVibyOPThqEkU2IG56ENJRASFrIQZhuDtxKJuTA++dHXMNgPRlIFiaBmCfsYly0crtP9EvkEpWpV6oaZp3gAhaorVN7H/wtFbRXQtjzHMoP9a7hgJaVaRf48//2P/pR6v13rsH5j//Nf8+TXbCtDz1MB1Fj9T5Q6xKYg9Na4aJw550blFd3mTemtDZEvJ+FzhSuoV418htLWCz8G4fGuQfet5k/mISLwr2feN/DsIXTeanONy3yZ8XJrZPDQrEnXBdudNwy0mKozNzRWXTlBTNr2DBPbN14ocZzTPzZs6OnjceUWWLmUjsvQ2f2oZP4tnbeaxqBlxVIQ8AoIgTv3EplDQkzqDGg3WkpsvMwYh50Innjpl9ILnzVjI974W5r5Lnz1hb+1ZsOsfH1GkjnSo+dnQoQKTTwiYdL5faQ+LasuEXidOBPj4VDgPct0AJ8muDWnJez8TJV7qPyrux4wvk6zGgYyc6LZKYFbmvjk8PC0Vf+Sm74cBGee+fBI1igB0cD5DhR5sBUrsvva/iamRHU+EjgP/sf/+uf5IGf/8F/73JZ6a2NxOS1IzocaB1F5WoJV0FViV7pVZg/vqNcLggzZo1pyWP068P9dFoLpsa/+M99wfO5sp47n3zxgs3gLjrv352pMvg49y8m3rw98earb/DVmV/esz68QZdbpjzTvbO/nYm3N0xRyEn4aDlwaRe6wGUTXu6FRuCf/ulX9IdH2pSZ93vWy5kpBqbg9Dxz+voNnmXUe3eYRy2ICvhIIEYCZtdASjoyL0xXd8a0S4gE9HwixsT7hwem1olbJ9zOFBP+pX/hC1wa377beP7yS1KK5OmG+S7z9O2R3U3m7Vdv+Ojv/D6//s0v0eLMn3/O429+DSmOry0OAFrswt2nr3jxYsduN/NcnMulcqoNDZH1fGJ3c8eyBIIHPv/ZHU+28fh+4/lSuTwehwbOAsmGXVhe3v1/1vsUZr76L/6dn2S9v/73/0unNayP891MEDXcB0dFZQD1uje0OTENks1yWGjVoCsmTk6DYilueDMu3THvfPLintYbpcKLmz2rGDuM81qoIgR3ll3mdN44nk94FdIUqeWChoTqEOBnDZATWZUoxu18w9pHkGRZjd0hUqvw3YcnWFdMhRwzm1VyGL9Tl0g7b3joP9T7WI+N8x06IuNzbT9MxA0lEnXQk0Ma7J4oFTyy1QsRSEWoe0WK8flHL3HpvDttmK1DwxMWFnFKGeDLy/NKvtnzfHkGV3Tec35+QFLAN0eikUImihBTZsqZ/W7iVBttqxRzNER6K6jOTDGgKB/fHzj2C6eLcWkN2xp10EGZWJEALS6UKTDV//d6jzHzy//mP/xR6v13bkX1+Rx5kheUqVIvlX17prniTfn9vbC0TvHG6z0cu/JAZA6w9RlC5WWGqEoS5Tkbd+7k3cy/0gpv9Iav9zOTBO7KB0zgfGyc0oFfXDqfauOPDyt/8TAhuvKvzfB6Cnzdn/jsZuLt05EUdryeJp5rJ4QnPmwZjc5fhsan6RVfXR75eUz8WRTKGpBU2O4P7FYo7cJnu8DkkWOHcxGIkck7Kg2Z8hB8shKnA0sWtlq4L0ZJSogJyxB74+dpI/WC5MaLeiJNlfdl5u/rystdxbXy/vkVv1gT//Oj8ifR6bGRQuQxKL0nXlni2QopdnaqbNs2OCcaOJ82PkrTeLlFaAjnDiEqrxVOZWZz4dumnBFeqXPunX3OrHnPRuHtPPPWJ/4gBl5K4NVy5huUF0flRKXqRFidBzmSL8o5OktaiNM8ogVqpVvjXfvphvPc3N1R93u8VNbTidjPcAW+xXkmNtjswj4nytbwGJEpITKDrqT9ATVnt0TKLjKngGngY+B46pTDjptDJLWVKSfe/eYN/ebAr37zjrtD4g//8AV/+g9/Ddr4gy8+5+Xhhm+fnvj87/+Mv/jfv+Tms3t+/tE9H84bSRvvP3SolV9uT/zs43u++e4tH98e+PJhxawzv9jTDhN66qznB159+ik5K5enM+tpJd7eUssZ8c7/Q967/Oqepfddn3X93d7bvpy99zlVXZe+ObETBAElGTBgBhIDBogg2QOQpTiykgghgYTFPwCIAbMoAoSCLA9QLDMgYBBGGTAAHJyENHa3+1ZVXVXnnH327b38buv2MPidLseKh7Tcql5/wJb23t93vWut53k+H+0bNJYsJ9zuilVXMwwn9KzIGmxd4a1hHkcur7bImKi2FSuEumq5fZx47/qKv3BdIzrye597/sn3P+P/+L+/Q2c1ulqAh4/9CRsKW84Zx4FjmdGt4/H1LavVhqEP9J+8xDYrsuRF8yCarABfI15znBJznHh4HEgxsbo5J06Z9fkO7zyZhNaFz96MXN1YWK9YbwqDURzHwmk4oOoN8hQY73uU1hxNZrVpoV5jlEaHgVwSfb//047lT2w1VUN2Ajky5YhJEWSxAVRVjc6KqCOd6Ui5LMZ1schb07sxDqMWPU5EMJVGa0vzlpKO89R1i8lLk23qBwYsj8NE4xXbTcft/RFRhV3XsLFr7sOBd995wd3rA65puGxXHOeIIdFPCWzh1enI5e6MN4d7ztuOwzGQCFg0qqlJGeY80TY12jjiHCg5ot/21ihZPFfL3GtE++WQENPS/FucWg5YIgtU1dcUKVSVxQh4XdOHwNnZmqtmjejI7Unx6v4N33t1S+s96IQuhlFnVBoRqUk5ULImdZoUJ7RxSx9QP1K5hiyZZJfh+EQGcTinCZJhmJlDIBdwdUUUcE2DU5akM0Yyb46B7dYhWePsIrMesyLoQNINNgghz6ioGY1Qa0t2HUZprEzkkgjj8BPL20/dAWfVGVwMWLVQCKbSEIaed9aZY6lwGM7caQFkhYqtsWgNOi7j4ld2pjQdKkc2ynJeVwyrM44SOTtGXvcHfE68nguTz0gllKnwbrNI+35/0NxTEbVwORx4uc6c8oYyJ766qTiQeMgJK4W5GCor2MpxNRmYTlyZyJGa9/PMeVe47+eFAHuWeJg3TCoSp8jzyrB3iRA0V2qZOnKNwudEY2qUjugSWNlCbSO+UqjgmA30zJQp0fqZa2qqeuKqC7yeDX9wB39waPgoXWBj4bpVxGj5PVFUsSVkRcqZisysZhrrOWawtcI6wztGSDpzLoanEpiy4mU0TMWiS+SmWnDq28pxnAPXtWa0NZV1dMZDjhxUzwfWskdhtOKjFDBjpChhGyJvcmSWmkc1co6GOWAax4fZ8pR7+nkkT5Erm3iaC0f35QWfrS53zKcecktd1YS6IT7d4Su7cDhipHLQXJ5RJ8iYxZFUMnV1xmbT4M/XpDSz0oaLsxrqjhgj9T7y6u6OTltuX95x2jYImn4/cP3+MzTwg+8+kVyD0oX+8wPlHUUyjjIb/uV/9au8uU08TSckFg4lor1hvVnhUmYaBzaNJxbDVy46NivH7esTxRq8h7vDNVFmUh84f3FBPfSkxxlxl0CiPl/I1439ykKPBd45r6iVwnYeFRzFzAyhJvQzYjN/6drTWuHrnefb1/A7/88jv/mjE/tTTw6F6+tL7oowhAkVFuJ2UZ5cAg93L3HrLfF4YHNzQWUdl7uWpGFdNzwdBuaoePPmDlEGOR159sEFsY/UZzX9057zyzVSN/i2xa81+TBwzJn3z8/oNdgY+fi2R40FRSLNhmHoCbOmhCeMqYlhpKk9m2ZDf5jh6TVpiNjGMU0DSv3Ubcv/vy3jW1QZIVWsnCUnR4o9lXMQF2dSrQRTLVTdTP027wWTaypnsXWFSKIW2Kw7rGmZwkwIiafxEa8UfQhUdkQpTc6RTVeDwMPTRCwarSBNsHcDRXnKbPjw3WuG08hhPi3TfD6ja0OlO4zKxHlgbTUpZjaN42y14c3DaentUoV+3BAlkGOgW3WEeUJCQVQDJGxVoRRU1qO0UFLBrWoqJbi3eY/My2tTSNRG8ZVdR6ULX7s853v7A9/++BXfuR+Y0zLAsaobejcxzDNKL1NPUgSlI71OGFuRc6ASj3WO1iyDB5uLimEaGbNinkeKgC6ZqlvkvvWqZpx6qqZGcNjK0xoFOTDnzPN2w+mt6PrlacKkgmJxW8USSFmDGijKkVOg0oaamjgXVNqTxkRuFDGEZXrwJ7R+6j5JF3VLaQt6GjjOM+tpZLMxTEmzqgqxMih1gdHCRafZ6IVp0axAa4MWj2EmmfHtxJCmfjhwLom5CC2OKxvYq0xIDQ9DRKllMqiPC+/lX+hGNi5znzW3peLCzHxqN9xnjSegRBM7x4zFloQxkYtziEHYVIL2C6ugtYZ6LVibqE1A9B6lE7rOPCbNXdR0beFZI1gSnY80KD5LhlBqdI4cZkWjE7YoXBOZpoBRhpcJfjS1DGvPXW95eKqQlHlmMr1R/LyHr17MvBk9RgrnBZQONM7wFBRRA1QclMO4mh/ZzJkUslKMIXBLi6QR7wtfbTJaZ/7RCR4z5FzxEsN5ZWm0wRjDbCqyGI6ieBTLLQZvNDcpcFYcnyrPQM+VhcdZIWriYl6GnC+N4iKNPGVFZxxSCk4KK5X5s/XSYfRlXWfPPP6sYxxGDifB6Uh7/iFznEiAyoJ1Hb4F1zWsrRCKsO0a0IsCxFBIWSFJUDmTDkdsCFQC57rifG3Y2TNOo2F/OGC8sLY1p4cj4gwfXJ9xcV7z6m7PYQw0vuJxhLuPIl7PKNG0u4Z5zmycwfvMRbMh5cD5rkFsxZuXJz5oMy++sUEkcqYzZjYMpcJQ8a2nwNF3uM2KP/eiUKmGrRd22vDtfmLfdrSnke++Vlz6mWcuwtZy92aiSMOnHz1wnE/41c/x+WcPnIZXSMpsuzW5RF585YavXK959TAyEYk9KJ1xzRnT7eMisPUa0Qa/PWeKGkrmURumhyNPjaI/9nRecfOVC7SGj7/f87SfiGPglDK7y83i4TIWmxPx0XA/KqzAD+MRB7R1xU57Hkj0/cC6acj9jFaCmMVMvrIN3nuG/RHzlgXi9cJHuby5xv2YsPYlXNutxYQdcwmM8YRMiq0/I5VIcKCLYFWD0RrVetZGkXKh8hVL9WjJewyLIkanQIg/tt1nVsazqi21UiQxjGFElKHWZum9AS7XDW1lOYSRMWYqFMNYOIUBpyNKNK72JFUwWaNt5HK1IaTIqq3ZdCte7Z/Y1hX2XcNGKSoDUSAGDSLcTT37o+DXFTcXHiuaTW14/6LjH3zySFBAFvaHsJR9pVBvhONToRjDae7Z54RSnseh5//86BZJGa9rREW6VcfVbs3jMBH7tOgjdAZVISGSWAC1IgpnGnIUlMrMzjPNMykUxhKpDKy2HVrDw93TwsFJhXQ84V29MK3U8oqUo6YvBh0LL2VYHFTesdKOviTmEqiVgpDQSkjCwpfTDqMUMUxobYgxLw7IYlh33dJv9RNaP3UHnKIL2lf4LGwpZL1hDBOxRKqisSh6Cbw8CdYuJ/FOaT6shZVfHDJaFaoCHkskfiFF66SwIXLXJ0I2NGZmpxNrlWmNcF8Sj6JJ1mOt5YN14P2S6XRire/YTxkxFrQDFUlppHGF5fVlgzZCxBDHB1oPYyxovYRsfxRaE6h1ophCowwrDFYiYQ6gW15lYYpw1RauqglIPKsz9yfPPjtKUURq9kmxrhWXCiYiN6uGd0uhF825NXxNZSQlnoow+cKFD7wnNbYtHIeI2RimoniYMge7AABjNnxeFNcGdEjovKfWFieFSRwmG77iFyGddUKkMGW1mGuzJiqYdGFGcaNH+lEYRfMH80womsZmrkXoTeJDH9nqiI2JK9/wZBRzsGz0CRsNZbXm0ynTzjOfW5io/7Rj+RNbPjmM9tSXCxRr8h1p6smzwlqNrSr6hwduPzpg2gatoPE18rUrdmuPQkg5Ilnj3WLNtmJRXUUVEu0z2N/1HI491apBxcTNzZa28zA50tOItB7jFf/in78mK8MzX9jkwtPxyGHXkkWBUujJcuEVOSRWW4inReEx5onLM+HOLiXhIop//Er4cDvSWUNRha9tFb8fQPuM9JHZOz5Jhb//mPmL1xXvK4G15d028fJo+Pa9g2MmpIpxnHnx9Wu8eUFWhW9845opBMYMF51D8iUa4Rgj0lmuaLj5+vtcXcMnn5ywX7sioXnz6kSsIE1CniOPx56tgRISx/uPOXvnCoNHe4dBcXl1QcFQP1uRc2YehKyX/o6pWZqVrYK2UwynkSELty9fEWdF1Wg2qy3jcaCuDavzmtyPXN08YxZFzIHD7YSWGves4s39A2qcuZ8C6ks8Jm6Cweqa7DUdhRkoaSJmhdcalJDLzKnPmFHRK7DKsV1BaxySCtkXMI6uhjlnnFiMF6pgERV4uhuJJuKcQxdNZyu6tkIkLCPLSmMay/vrC4o2NC1c1i2fPj6ibb3Q8ZUingpVaxBpuFrX6LzmFGYOoeeiadnHAWeXks+nhxNdXVGbpY9mQ8UUBXSiPwld5fnkMPP7t3s+OD/jm2sNJB5WlpePE/tR6OcTISmGMdF1K86NJqbMzXZFNhDnzGrlUawhC8dpRKSwqRyX2xtaL9wfB6zXhCDsh4nCQvTPWTOFiaYFLZkokdpZlLJIWnqDVk1LwaCdUBSkmFFWUEoI4rBlQmXwXhPSzJQK4TSTo8HWmlp5comYVlNrjSqJbbNmLpEgefleibBetxzGAZUTpymj5CfXbvZT12T8X/+VXxSkkIrjcwnYJEyloFOi1QpXLEeJvGMMocxkDEEVjkkWJXvOnDlF6+BVKDQ2cVMvYq+VKIqacaJonMJlEBLeLvV2pRQniVRKkXPFXjcMXcVaw3C4R2PwMfKMzFmTSaZlo4VB12CFcXR4PRJiZipwZhNFAudGFuiRMmQNh1lYeditHKMoZqlQAlOCIooag8QJ3Vhe9ppeWWolhGToU0GUIWnDEAtzFoJV2GJ5mhN7b2iCMM1CUwWeuZoPiNyWzDzPrJ1hZUckOYxkPgkZyTWbOvCDwfNJ1jxvDYcYCKmiKM2mDPxca8lS+HxKXPkKZwrOWKJ2vCkaUZbRLNwfhzCoQBthVTW8pxK1EX4UI2/KhiHO9JI45IbKZo4FfBSCKihnadORSVn+FZu4UxYvnl/9n/67L2XT5Z/5j39HkEJOwv7pQEqWHE5I0ihrqbyl3/ec3ZyTHp/IGIrOjH1Atx49RTbX57S15e71A8YZrl9cogW8W4y/ThSrVUWeM0Li6ln3Rd5vn0Y63yBl5ikJat2xE3jzcFr6BeLERlt+/jkYU1NJJtctWOHzk2ZjRh4RSnC8Uwtx7nnhK2JOeOPJGm6HkV3l+Dd/4Zz//YcDU/Eogc/C8EXejSiKi3z74Eh1QQWHMpnDYVjKRcZz3AfiGBGXscXyeBoIxaBTYT72+K3j2fmay3rF6+OR+djTblesbCIXMJL5+LMDRlu6teNHnz4Sh57VswumxydEOcRochj46jc+IMWJVx+/5vq9dzDeLDwVU3GcRowyFKUIYcI5zWkIOIFuveb8bM22znx6t5SmDsc90xgQyThjkDiTZAH+Wy3kYabUmvdurugjeOP56G/961/OvP/q3xGkUNBMc09OFiUzJS1EX6sW7U5d10ieyBhUSYSYEWMwIjhfURnDOA+Itmy7xUnmKkMqS96byi7mcBKdbb/I+3Hu6ahJKjMgFOPYKc394bDkXRfWvuLqrMarime1ZhANVuhPgtaBYwmMg2a7UuQifLBpmGOidkveP33ouVxX/HPvbni5T8zJogSOYfoi70MROp/5/uueQQUq1RDTzDiFxYZeFEMMpCAUu+T9FEdytGi1gAaVh1XTsKvX7KcT0zTR+Abvl3Kvkczrw4gTg2/g8RTIIdDUNTGEBTL49m903m3IKjMcR5p2edHx2lGwDGXGyCJkTpLQLGJgJ0JVt6yahlYrbk8nYtbENJHj4hE0GlRIpAVSTiWKKIlshfN2TQyC0Zbv/52/+rMxRfXrv/wr0uXAZ2kRUp6Fe4zRyOwYqwgDKBLWWiQGclIYAr3AWil07cFokvIUU9GT8GEZg37fnXCbLbUaF3qoUwu/wnnyFJiJWG2omuXFIPYjo1F0xZA0pGlk0whSbQh1S5ozRgsKy5QNOQtP00BtHXNIHLOgJdN4YauES58xXojzEuC+qCXoznEogieTpJBiYWUttUBfIll5op6R0ZIVFBQPA9TW4Cy8KZYxBZwsbpugGlzO7GMgF0Vwij+vhZVL/OOj4oUZee4yd7Nh64W7SROU4YDirli8ZIwqDHONYiBgUMbQqoTBMxHZGeESRcyCNonihDAruspyUQJtJTxkxVCv6XPFac4Eo9lOEy8R6iy80oad9ey0kFNiozSfNZ5phNkYinXMIVNK4b/9X379S7nh/+X/9HfF1ZGXDyN2FDIBawymwHFK5JwxFGxVk6aZPAiSB+Zhomkbmss1GI3WBjGOOQYIga5ruVg71ruWtppALNYYVIkoV1GmmcmBywXnl4fcEDWjJDayQL9OveadXWQ2NUqEGDXJs+S9j1jluZsmnKtIc2BKy+3QVoWVVjxfmS/ynkrmmDXjnJZppDl9kXcEKufoKJw0pBHER+Yjb7+YLPs3R9yuw1k43gemaQYDU1+wlSPGxOnxuPQBaOGDd57jGuG7f/CSzVrz4vKc2zc924uK+9sjiorTdCLOiydLK0UMoNKwUJ6tQUvB2IaQBrzxnF8/Y9ofUH6R7p5OI7vnV7RJWF803D0esetzhnkmnmbQmXgKjP2w2BfM8tJb1w1hHGhcy5gmUspgClk5SJGcCvNv/jtfyrz/S//eb4mpAg9DxE6ZpAPGGFQSYlFkCYtAVlcLzyWy8JxKwmiH9+7tt6ZBaUtICa0CztRs156zpqWthTkWVnUNOWHritjP7FVgpSxn7dLT9zhBKDOtLH0phyFxvjVU3lNpGHrBtgaFJcSZMDo+H56ofEuYRvpp2d+rTtgYy8129Uf7u0ROoXCcZjZdx+M0f5H3EDJnXUeF5i4N2GSY1USal/1dJ+E4DJi6wlnoByFNAa04HleZAAAgAElEQVQLIRrQGnGJOMzL2LeG82aFb+HV3ZGqUqxdx2mcWdWG4xSgQCSS5oWGrkTI2QDzW6XDW6cWjiwJZw1Oe0QSiYXpNpNwvqZSmspXDHFEqY6kEmmMyzRcKYSQUGpR7jjVoI1FclwoxyLEkkAVCtWiQsnC7d/9mz8bB5z/5Bf/qriylJXqt2Oxv8BIrSIfnXpWyhBFo2vPOgZ2rcIYRfQrSin8YZ94NRtMnFj5llsNawJOV8RiKFVLW0FlHTlksk6YYmn1QBdGkiiirqkdVGRWfoEUOecXLoOzyJipZflgnsTjjCEKoAJzzATlKaUQ55mV34HPhLaiUgZLoSYhGaQUfEmoIryOhTIn+qxIJcOcOajEB9rS6pHZGJ7JzLf7DlyhMhYdZlrviCUzJrjxEyYLt0FRKcPjHLAFbpPnPs08Lz03leV1rrlXihuruDaBxaFbFvR4dlx3whxnPh5aegGThSetGYvmSiWCAesgRs3WCDopHqQQimNIwugLdbYM1jK5Bucsp7x4xcZTjzaCKRNqfmuyLhGnKqZqYqcaZrNUAZkWvPp+DvwXf/9/+FJu+B/82v8sLi9mZGqNQfHVmxW1jnzrW3ds1g2TCG7llxH9bc2uzQzaLXn/eOTxOJLHyGa34tAH0NCtHVIU7brFGsNKwZT1F3lXfsQZQxKFFk+nIblC13kaHb7Iu04ZFQo4MMaQZjBoslagwvIz50QulpxBeU+rA6GtMLb6E/NuFLzpZ/KsGVXNFI8kPCkGLpqaVT0xaMc3veJ3XxVwyyipLxGvDbFkIpqLrtAV4eOnkbbruHs9kHLieILD6Qk/R56/u+VpgGPO7JqaZxuDQRPJpGlhWv3FFxWfEvmH3xqRlMhJE60wnya2rSeYBZlf1NJjYyg83B9QpmN/e4+2CqcdsfXLSPqqJowj2lgObw5L6ToJDBNIoEwR52sGHWjbHdqo5f9fFjxA2B+Z/t6vfinz/rW//t+Imd/+vpVFiXCzaWis8INX99S2IUvBdZq6aC7bhqpxSwNtKXz3s0dOYULmQtU2y2Sh0fgKStLL3997OgxzkS/ybn1ESSGJQoqnsxpVw3bVcObli7xbMmkqGLPkfY5Qa83EkvfjuDQHh6QYpsDl5QYVI6GtWDX1n5j3IvDyMBFG4SlppAxMognzwPVqy6oRglZcVhV/8NkBXMG7BuaJVeWJJdNH4cV5hWTN66fHhcVzmNG6MJwKUzxitOJs23IaM2PJbKqaVWexBYIWSiw4pXnv+Zr9YeSThxmZl5ecKJGUoTP6bd41ORdaU6FF6NNETmbxcklGaUtSCqsMVAvFWWGYxwlthJwEyQmRRBbBK8No8jJAI/K2daMspcB55s3f/Q9/NsbEd3FkRtHhubSZBzFEL3w/X5LPbphLjymBkCs+MkeuZs31tuNQMjvRnOnM9VbzKjbkZGhtzWCvcGlmZyLvmoQtJ04JKl1jtJBM4TQrbvUW5TTJVCCZ53VCKEwi1GmmyeBSjzKeUdUcdEVrNMe3Z8SdGFo/o0PhGAO6qij1QKMtIQ5UztIrgwIqm5fbmmrYW+hcQvmaZ2VCF8HnQI4RkcCbvnDMDVoiP18dIR3ZbTtu9zPjDOeuQRz02VBUxmjQ3rBVmqcZRCUuTMXWzHwyOkZnETL3KXDhFOdG8CZSUNz3iY/HiqYqRJeoUuHSRP5MnXkTW9pKcZprJnUiVy1vJoW4jkPKzHEmKsFmR7CaDYtVuuoTGx9R/UiXRm7E8ToLqrK8mWDtHR8Vx3nR7BrLp6dEVcDEnsfi3/qtv5yrUpZZFCsL57ua/iSEMnP3aFm/eIExmcZk4lPgs+nIY1I8d5tFnWAN653h2dU5t/cRGwN6XZG7DtXPrFeW1abDyoneKFqxGO2okuWQZ+ZegzNEMcySOasMlQiSLEbN1KrhX9smlKn4ewfFNEPj/um8a2o/k5qGYwxUY8G3E5UYQglUUv7EvD8qqNYG1Wgu1UywLU4pTBBEEi9nTX9S/KDL/KXLZcrja7uaHxwmXhfL1mpEFR5F8RA0Whl0DZu15fZ+KWFttjvWTebucWKyBpOFw/7E5e6M80vLlfEUFP/koxO/+zJhvEa3GumFZ2vNz72j+c59x9VVw+1dYQwHknHs7wPVugbfcnh1T6Yg2qNrzQoWWeaQaLRmePWAH554/t57PB4OmOs1T58/sLq85DAnVqri7GrL3Ue3uG1NOB2RrBek75d0mWiIaFZG0dWWcShok7h9UjTNMxQL+DTPhfvpyClmbsw50zjRVppm5bh0LW8O4e3FyBFsg02RulKst1usnDjKTGc6jLboWXMqgTAtNzPBcYyZi5WnEsU4Qa1mlPN82HnUzvGjp0jIsK7+eN7Xm5kgNccYuMgO5QOr2hCIVCJ/Yt5PCnbnBpU078hM1mcUV8inDhHho/2BGCxzk/iF6xWPceab12f84PUDT+PMRddyruAYZigaMQ7TWjaFheXjErVZU9XC4TiTvMJFRT+fWHU7tpsaYxQFxe39kY8/OeAqvch0bWFrDZvdjqdDYN11nKbMFE9IVdEfJ4yrKNmQ40yWspQKNdRqGdXXU8FZIYYBryOres0w9aimYu4VnbeMIdNpR1V7xsOIeN72Dv5k8/ZT94Lzn//iL8kzETpJnNWGvQi/lx2rUrHTI1sckwRKNlS6sKo0fdF8z5yTETqd6JSwkxE9ZpxOrCRhiLzQhWPt6ZPlNi/ApVqpxR6rLTuVOCjPV/xAVYQnZYhuhfMduUy8to51EbZKcxLFKJpUEk4bJilfnBY3NjOJYVMy2QuVMtyY5bDwD3FscDRESoqElBlDJOURguCtg5wX+JOCcRwZg+YoeQEBakMm4xQLz8ckGoGNK8xGszLCPCsgMCvDMyNMc8QaxVNU/PDY473n+WpDkwY+m2AUOJmaogrzbHAsB6CcA8Uo5nnGVZ5bWW4DMWbqIvicMZ3i2AvfzPc8mBWaBNpzkQdSDLzoCtu24Qe94/+dDHSO46yZ1WJHN0PmL7dH3oREKC1RBowxVCpzheJo4Slq/sb/9r9+KW+0X/+P/kfpnMesGi43nn5OfPzpAeuEqrastmvKmAn9TKUL7caRg2bInowwzxPdxlErRbAKLxqnC05brurE0SqGcTHev3Vgf5H3c4SDEy43mqoIY14axn+c96kEjGvwpiLnhE0TfUmstKGP5YvrUV1VuDSTqMleMLbixiR++d13+M+++x2S3uHMYjsv88wQFEUVCIKlMHpHNweKgkcFZYQpBMJp/mN5N+s1543gnWXjl7y3Si025QloMl+3lk9TYFuEH53gO3/4Of5syzc/vED3idePA/203Oxj8cSxRxWHkJFxhM6wf3Vkd7nm4TRiC+QpgVbokvCXa06fP7FOM7N3hBRpVyv8aeI0nPjKN9/j+kXHD77/yJuXbzBn54uk1DiqpiY8TXz43gW3n71EV2vm4z2mqVBFuNys6JVhOB54+q2/9qXM+zd+5b+UynuMtmy6mmGO3O57fK0w2ixgySlSYNnfvSfMcJg1GcFVgnMKj2ZSGVsMtVlkme+dNQymcBgKx+MAaGqj/yjvWvPkIh+ctVRFeJwFwX6R98cwUPmGy27FYz8i48gENAiDCPpt83fbWhgnfL0me2HV1NyYxIdn5/z2d76Hb5+xqaGkSH+aOE6FMU0QhM5ZeqtYx0JR8CZOxAHmNC5KiX8q79rUrLzCOsu21sxGc+49xyFQMkSb+Uqz4s3c02G5HWY+uX2N9Q3vvMVKfLbvyTGRjJCyRWTCqLd5j4FiYZwKnTUMuSx5T3mZyqKgvCONgYpMNpoEWGPwSegJ7JoVzy7WfP5wYNwPKOfJZSlree1IUbjYVPTjgODIZcCYRTnTectQNJJGPv2N/+Bno0T1t/6tvyJX1aKhL6ni1nteRbWcsIOichWxjHxoE9oIQS0k349zzayWG+mq5AUfLVCJ0DpFcpCKQYzFkdlazZnRBGvZF42IQZkCkrjQimgclS54Gxiy415vFs6FspxR0CR6K6hiycqQsqCVUJdCbQ37IdC4zEY5gikc4/Icp5TihRI6iURbeJM8DTPZdGxy5DFOVErjVaJSGRcLQ4joVIg5oGPhrBFKKSRleSwNocyM4njUnjPJrAS2LpHGE85Z5iycytIr1OfMmGGUihASrrK8DpErZZkksDMVB4nUZF4HSw6RuhRyGXnfW26HhWHxwTYyRAP5gNUVh37iFZp3nOdJPNRLyeKNsqSUEAxJa6xWuDJRa0XrK6Yx86ANgeXDNQZFxQjWUleWPgnvVZZf++3//ku54X/4a78tzy93jCliRTE8TdyHgCOToqKpGubUc7HaoY0sPSZ49uOw2LOdwymh2KWHpLJCYzWm1owx0LYtksDXhgvtwAfGwfyxvK8aSzSOWmeUicRimd4+pzeV5qI2aBLHFP6ZvLfeUFvD/UOgbTK23lJx4mn8o7x3VUulhWgLahxJxtCimHTLNB+plEaRcZXGxUKfIGhHmkaMszxzwqRASuZ+qik6Eo4TU3HUplD7hq5TlDTivGVOwjAatEocxsDwFMgoTseZblNx//rA2dmKFCa6dcc0TGRrOT2OhL5HJyEMJ158+JxXf/gRpIp3fu6KOUXGl7c06x2vPn6J+JHGbYnicJsVQmSeBGKPOI+gUVZRpojylm69ZTweEVnKHApB8kyhoJSGagUh0p6fs/+Nf/tLmfev/7X/Sjb1miQBlRU5Zp5KxFEoCZyvyHmkc8tUKqYg2dHnAfLSj2UVJK3IWeFUoao0GiEpwSiNEkNTV1zYmmQC4yB/LO+blVvyrgTvhSHCOAqDWIyFrdFoEqOK/0zevdLL/n6cqWqhbrboeGQf5Yu8X3YbdhVEW3i43aNqi4vQbXfc7h+W/d0omtbgYuFpyARtmMYTEcW7645ApuTC/aiY8oSeEn1RdEZjneNsXXEY9vi6ZgqRsReMgSlMTFEohbdUZccwTHTWE2XG1y1pDCRnCFNAYlikDSXQtR19f4BUsT3zzDkj84BVNYdxpKRE2yy0cO0cSgXSrIHFASZKoY2ixMX23piaKQfkrWxUAUJEylLiwngkZZq64bPf+Os/GyWqVWV5mgt30WAqSwyBpC0Kz94JNyZyYzXDeOJZa9FDYiqJ53VCh0W6GYtm5zNjzkjx3EomDx5dO3ZpRmvNy6R4tI5VET5wgbUeGYtlbxpqa9A58FBqCIV3tKMuT3wUW4LOzD4zFodOBqsSViJeOd5TiZ07MQvE2mKM5U4yBYd2hYMILzTYFGjSifeZ+XrJZIGXh0cOOJ7rQqUL93NmMp4sgcpq0FAbg3jDSWksE1cm8yzvGW1HqTOr/p4HHZCw4hiFVitOKZFSobKGl6eeVVuTZoPKA14ZZMiczYk57Wk6w9QHKpfRsXAjiigFiYnPqXgjIyuEz9SJV6PFSOGkVtTa8qg9jdGMMrFbe5wIn2b4RudpSkGMpnGe/ZxBN7yMCYmKiw7e1ZZGR3rXUObEPkOQCiszW1VYx/CnHcuf2Lrcbni4P7J/OtGuWqaUKKPC1o45B4xOnK1XPJ6OXJ01xBnmac+qseRgaZ9Z8kOkvuyYHibs2nD/MOAGod5uSP1M4yzTWPjcwS4pzi8qvJ8owTCnhWNU8sJ6YdTsao+pZ+ZjJgQYbOR40mjtsSpRtVB7R+07dvrELJnrZxXGLAfokpcS1/0MH+40UiLGCb90waLoEPj1V1Aen2g3hkon7geo+8hp7XC1xiWh7jwCPChNVQa+3jZ8rUp8nipknXk2ae58JAwz+6HQNZpTTEz7RN0ofvijA2c3W1RevHaucoyHCX+ceXN3x/r6gqf9CeUyYXpCiaIukf44kBFef/8jFBB55OUnhdo7+rTAK/EWb88IIXL18x+iJHD7yZ6rrz1/i593dE3D4TiBFm4/vSOnwvZyQ71aUVcGsZq+j8yHEykDJRPHGTX95Miuf9qrdTXDPDDGGe8cgYwKFuMURTK6ZFzTcRh7Lr0nhEKMI3VtKcXiWiDAqq2IYwSrOYWELxmlW6QqVEU49RNjZdiozM2zDZs2MgzQJ03ta+acOAwZ+sT1ekfdzcxPM6EYxkZIk0XrGqsS+ExtLe9cnL3NO1zvNhhjednPlGTxOnBMmusarESUgn/+3MNuSxb4vz4ZOLy64+qsotKFj/cT8ajJK/tHeV81CHBEMCVx1XU8qzOzqfDM6NLxKu1xg2HfH2m94zhPhFnT2Mir/YlVt4IxEnIGZUk54FLmFB5xjX/7ypLJk6BFoU0mhuVANEwHtLLM9onDab3AEDFUmkWR1FhCEdpVuzT4HwvrsxYlglKaxntOQ4JOGKaBLOCbmsYsHBzRmpAzZZzI2kDJJK1Q6idXp/qpe8H59/+Nf1esgFUZoxcQXDKJ99PEZWdR2hNV5luPAacKL9wyRbXyFUEMQZYa6NpZ7saRM9cxyZHKWCoNa6PZF81d0exqw6lMkBzaGTrredCKaCs6loPBu92iIniaDBu3qN0XR44mUEhoojJYVVDKYJVmeNsz0hDpsGzsyJNqyKrgimZjBCuJjGcqCcSwkpmbec+YZnKCLo2sbUFpQ9QrYpnw2fCjnDiMwoUDUzIbX/PpnJh1zSmOjFScmZF4zEzWILKUJiRlDIITKAiPaSEuVyrT5sh6XPoQfjAWjjEjtua5H9hqR2s1Yi1MkVIlrIZ51IzOYrSwdZ5XY6LPwlAa3m+FDxx87zDweTzwDeMwXct+nnh/s+Kun8jG0dQGXzz3JMKUuFYzxjiOruIfPPbMWRDVkazjb//Ob30pb7Rnv/ybIpIRJVjjcVUNMeEqxbvvXcDbl8fv/t53UVpxebMjA9uqI0tanE1A96zj9uUTF8/OGZ4esabDbwy7xtFPwsPhxHpTEUQwY0Y7Q9VYjrNGq0htLVPUvLiAlEeOT4ZuncmxRVUJnTRzWvIu8wBNh1IGFYVcegC0dmzbCtsp4hCYIrQWdp1l1J42py/yLtrQ2EyZJnq9fN7eqxRKG97MhaQytlR8OgwcJzi3gm0MG2V5OSambDk+9BTJ7HaW/d3iy/lx3ktKXzTuGqV4un0iaouvFDopfIkYr/n0Dz9HqYxoD2Xi/Pk1dbvGec10GDCtxmvHaR8oHqqVpV2vefz0jv6pp+iKmw+ueH6+5g+/9T0e9h9x4W9Yv3fD3eef8ef+wp/lh997jaoVu/MLVIG+zIyPMxsHdtMQleI7/+g7GB0wUqHrhvG3fuVLmfd3f+lvS7GAFpQotFh0LphO2FYbtBdCtjzdvQYFXeUJWrE2LVln8tu8143neDjRthtCOmFpcZXQ+ophKvRpYt3UnNKID2rJe11xCgqtM14bQlK8uLSEEDgdC22rl7F1r6EIKScSGpsC0VcoZaiKIb3N+4+nuuqVIgyBUhZv1cobUlXhpvhF3m1ll5HzU0+vl9ejbWVR2uBS5kjCG8cP7/fsT4nL2pC95aZu+cHDgfT/kfdmsbrl6XnX7z+u6Rv2ePaZT81d3eku22m3DcTkwgx2IhFhkCyTyBFOuAoSoIhBkYKExAUggYQQUyQkJMQgW0kciEhwWjYesNO2u6u7XV1dXeM5p8605/0Na/5PXKyTsiXiXNHqVvW63vtm79/3fO96h+cRmrbuCDJSKeg6hxN/VN8nsz8pBCJGum4kwtQFIyFDQlnJZtsR/YiUFmGh1AalC5QSjMGjREAlQz9Gok4YmbBlSbupSd7jo2ZWlOztzHl6fkLTrVnaClOWdEPN0e4h55sa9byDo5Wmdj1uHMmNxMgMLxPPzs6f816Akpz94g/IiOqv/ct/MQVhkKnlQAkOZOJuZbiUHZsxJ5MGrxqueoOQDdecJo+e8x7yPCFSYkTgvWIdJKnI6X3Pq9awiSt0vstL2mOC4eZ8Q6k1v/ws5zjb5YvynLnMuTCJkoKPY0meLkBLgstpteBeOZCiZWk9H4xzngYQwqB0YBESwlgkgpmKrOTzbfE4+SAIATZGUGDQCPyUC6IC+ymiQmLpa3KV0aeR7XZLbypmTUePYMdGdvxkBrURlt4HtiEiZc9RKmjiMJ0V+8iF2GEcR2Z6QElLj+ZAN6gxcObnRD0Qg6cKI7ma0sl7b6ByzHrBkHnytmTte8ys5P3G89NVz1euIjeuz7A+YyZ7ChS1ilgfuBQ5g7uiEEd83G8ZpGUbFT4ZohUIbcjl5EI6SE8MivH5PpXMBFEKVNQsY04Xt2gbyJ3nKmn+87//tz+Vgr/8y7+UTJYT1i2LowVVnnPjxg4tLdsLx9zkjLnn/HxEyIZZmpGIbLYdVWURKTEAoXW4PpAtM1brnpdeO+Ds8Tm7N69zWIEJhs/dCKgo+TtvrehDwc1bmpnIqEPNTBmuXIl0K5JWRJcRVeLaTkOKllLD6Wq6pPtHvAcfMGFAIjAmp6P5//AubUUIgdJK/BjRFvqQuDkXqJAIMaFthfctdQdejeCmo9SdCEUVGIRl3cIQIvXlgDee2wdLui7Q1w3Ojbhoaa9a8pnC2IKYpsRjX3vqFBgDxKGHIVAtM8ZVx5gCwmpUTEgRST5n9eSE5b3rPPr4Y/6pH36V3/3Nb3D3J94gk4qZSRSoycKgH9mOgX6zpty7yeP7H5KSofMJqSQoSZ5lIBUpOEbXE8PUKftHvCsBKUp2lzusVpeQAV6SnKP+xe9O+OD3+rn5l/5GklGhnEdUilzlXN/dYe029GNi5jM621J3EiEbSiqESrRthzHmub6DTB7fJ1Su6MbI/qKkbRpMOefGIsMEw+1bljIr+ZWv3celnP0dwcJUtKGhNJrzVqPjlqQM0RuCCFzbjaRo2S0Ujy88295/wruUioKARGBNTvuP4T2oDIVAK5ABoopEBDtm0vfMaubVjG3XcLrqSAZwENLIobRkJWwC9EOiG0a6zhOMY69c0DcDQ/IIPM4r4tijlEApS2DKrWKALk35USl4BIlcKQY/4GMCpdESRAhAQd/WZFXJql7x0tF17j95wu7RAUZYbDbx3gcQIjCOnrZtKIs9LppTUtJMdZUgCTnZUEhFDJ7EpO/pj/IOxKQopKUPHcmmaezoIk9/8d/+wRhRCenZD4laSZo0Te1S51mTM4wBp0GiuUyGlJYIPC/oxM2dkctWcTVkRDtSyI4/OS/YNVecjJqzLpJ5S6M0z8ae953CtzOqlNgioG94z1h+ZAmF9zS540b/FJEMYvDUCupR0wAi1cQahAI1WpwKOJmYGdhRARVH2rEgWovoepRSjFKSy0QjoPQCJRtyYdGh4RYRGy2EDUXqaK2mCiOLWNHEFSfBsHEjVw2MXpOnHqs9jTAQIimWZCawmwWaBLtGUro1j6SgH3teXybeahvOBklUYNSWZRDUOExRsR0uaWPiRC4ZVldElTHWJa8vBT91e+Tbp4kqZvyai8wLw6YJCBPwQvOuMwQCyAg9rNIuvXTs5zNeKMD5lnuppSsKfvei5zQkRiQ+RFRS3M0Eo4yc9iM+ZKxDxyasGFBkPhFSRIhPb9imVIZCGboqp+89QnScHkc2XhL7lo1skcTpwjjBWATuHuXsXZ9x9njDtgnPc8sin3/jGplWbEbJ8ZMNVhU09YDfeM6van7/nUReaNo2oAvP+RPB/q0lQlo641ikGiELBhHAD2xHQbPOEGmkFTCkjPVZw3yW42RCFpKF1SAlwzilmHtdoGMijA26nDHUF9h8gXA9C2sZjed6ZtDOgBmZWUEn1yy0QqWcxiS2ly1tA2ftwOg8Mm0xpZ38YkKEXrLSHfM84I1kt6xo20BfSrqm5+6NGd96uKXbNASpESZQqoLaeRa7C5rVinqzpU0Z3dlDTGYIo+XW63f4Sz/zOl9+t0GLGV9992PmN6/TPrnELStcUfKwrkkkYlMjnKHuOsLJR+wf7bF3uEO92XJ7YZGLjK+/+YjttsXEOPFuFMXOAjcG4vqKUWWMrmM4P5nS4oMAPJFPZW0DTAwbAc5KlEt40XG6irReIULDQI/sI9EJUpLUZeSakmTLOXU9PHeH9+DhztGSqsq4WI+smwGRDM7DyaqhaTu+fSbQMjEGiRCBzQqOrmVThIP0zLRHxBKvPMI7NmOgXRtEajmpJUNShMEj4qTv+cKglSABzTiShGRgMpFVYSBlOWJck0yJiSNG53gVuLfIsLEgJo/IAiGuyTPN9VlFYwbOz7Y0teNK9KRTRxJTiKiPAkJEjoI+NGRzg+9hx1S0o+PSgetG7t1e8sHJFa4fCEikjWTkdGJknpds6xrve1zKGLZXGK0ITrNYWP65H3uNr71/ypaCjy5PKcqCoe7wJhC85dK1hJSQwRODxsdI3Z9TZCXz2YwmdlwrLMnkPHp8TNN7NEy8S0GWZQQDcWwZ0IzRMcRIkgLRASIQv4s9lu+7AkfrjKB6HFCnJTtFw87Q41PifZmTOQgknAYRBG8neNeXiK1lRwV+fLdmGRdU1lH5NQsp+L/aQ856iRSTUZo2BUa0BLmL155DnRBMrpRvbhULnTOGFoY5vRyQURLHyEJHng2KNGi2SpJEomQgpyNh8G3iygt2TKIXHfGypTOOndGSkiPPC6LrkGhII6rpmUnHBy6QLTJ0uYdNJVs8Pu7jZEscK1Ja48eR16zi7uyc9Sj45kmC5Hljt+KJF5QhsmkSiMC7oaIfQWKxKfCoUezJAawiuYAIGY1pGQbPcVvzL+733CtzLrpHHBf7JFuz7a/xNDneuzJ8gOeZlvxYqHm5tGR5yaPzC2o7Y+YSSSacTBz2nl6PHHrJLpqPL7c8jDm/IQ3jKBBqICIRejKessCHY4mSAypNgXqzzJCEZJY8pIgSHvUpPpstqwLnJ++yYBU2z8jnOcO253hdo5XFp0hKHuGhrdfUZxIXBZmRvP6ZG+zsLtBp4E4eqWLLL73ruHy2RuhpFCVJiNiT717D+8TuQYkWiRAd33nWsrtbUZ/32KygaS6QMSOcoGUAACAASURBVBGTxJaas06RBocLiiQ6pE10Y4MqDfEqcbXIKSQMRuJqwdisWCyXOJlRRME4alxKoAS1G9nRgg+OL1nemlMFgU2JwQfOnaFzNTFkOKm5Or7iM5894Av5mkc+57d+7SEheX70R1/k/rmDtuOkee6p00HfeUBjgAdPOqpcgSjQmwapc9qmY1jVfHy84mf/2SNeK3Y4XXl+r74G2tMOlvNmy28+6vj46Qofe5aj4PM/dJ3DGxlf/bUHuN2AjgkpAi4KZk6w7mpUUhi/x3d+83eISB5oi4xTUGhEMuoACeQg2Zw6iI7nkwPyeUlSkTgOUxdJJFT89BY4RmpCkMjgcZmhwJAriU+edgAR4mTuqCLCw1BveYZkFAkjBEe7M6rqkNIGjIG7peW9j1f0fQDpEINj1KDSgEozUhJUxqBUJETHe+cbyszga0dMEp/qP+S9sKz6ceI9SpLwSAPaRqRSuHbk0igqremkJ7aOxORp1PvAQsEwJoQLdDKxVRtmKL7x7Ip8XrAoiue8D3iXM/iBGDK6lHB95OhozgtLOG1G3r9/Qkie127d5Om6JxBZb2qiEDzZ9jgfkEIjpOT4sqU0AkSGcgMRSxd74tBzWne8/tIRry9v8+FpS+2XeBEJg2Y11Hzz41PONzUx9JRGcmt/j4NFxtsPTybdCaBFIiaYJ8U5DiMNUiiOTx/iQuIyaQiSpEYikqinnRoVJE2XIIXnvAdyo5+7J8fn2VliWrD/Lj3fdyOqf/df+cvJiQRe4lREy4SILWPKKHXCpkSbJodF5yLIiEgSmQRCDPhkSdphIlQxsZcUZ7nEJ43qI72RCGmRsmeR5xgZmKmRdahASQqVUEpxS48werCSj1rN54qeW7pkV68wOuPXLxTHz6v3mZQkKWi9o0hiioyPhv1hpJGBPa2wKjErPTaMnKSSGBStH/ExsalbSmGxqWMmFVmmGMeRA6O5G59RC8O2t9QeTAhEOXBIxn0ablqLFQFJxXEXiThuCEMjOhCGzGqK5JBaUclAxUjnBky+5CoqYiq4SiO9yMlpSSnw/spgbeRaSrwwEyhVc9VGGjVnPWoqJCFu2EkRJyVa5Ujl8U6i47Tb4wKUsuMCy35M7KkNcwPng8SonIDCBc9FPy0Vv7TMiDHyoM353XYAPWcdPUUYsCrx3/7D3/hUqv7ev/l/pOACOjhGnxC5ITQ9QibyWYkOmi55YnSkdviE96gtyXtkigxaYeK0crIoKkYxLWyO3UgyEqshCcnOcoF4bqLo3OQIm8mIFHC4nJK9sZJnJx03bhoOspLdWY/RGd/4aGS1bSfeF7OJ99WaoqqIKdGuejIznZgu5zOMgnzXYsPIRQ8xKLpNjY+J87M11Syb4leqHJ2V9EPH7o7lC1nNgz5ns41c1gPWB5QJ7BRzPnrylDt3D8i0JmF4drIBAteXSxpfT7xXGVlMyELzmX1N4XuGtkNWC44xtJ1gO3Ssk6ZSCd93PHj7DFkU7CwyfvizBxRxxTsnCS8061VPschJdYMClFHk5YwQHcELfN/TRgFOUBaRq8Yx05LDmeKze5KvPIrMKkVKmrrvOb5/QT+s+cyPfJaUAg8frbl89oRk8ilR3YNII8Ov/QefSt5v/sL/kIhp6moJQZSQnEPKaXlbBo1TAGHS3+e8BxQQkAkGLTARhIRMGlwAFIQwXe4ZJfBEKpOT5DQydEFNY0MBSgsW1kw/byWXq4HDA8MLe0uWdsTojN9694puGJEJtLUkKYh9h1CGmBLJJ7SAEBylLTBSopcGG0bWo5h8Y/oWHxPbscEYjYoerS1aFwyhZz7LWeYB13rqTtCEERMmt+PdouKkvmB3vkQjUNZyua4JeA6yBbVvQRjyymCjRBeCpTXkCDZdx6xasukm2+LVsGVUUxxKCiNX5w1RGqpccm9vj2gjx1cbBJpuGMm0ZRw6MqtJKZHpjKQTzoFIkYEEQ0SpRO89pVGUIrGcz3i2bslyg/aCLga2m5rke/YOrxGiZ7XpWTeXKFEScdPFlY1c/fJ/9IOxg/NX/tzPP18TllNrjCmRdInjZgaXDjYouhjRdgrBSykRQkSIKdxSCEFvIn+mFHxRn3NRHPA3H2/ZxhIpLEpGEB6JQsZAlU323IFEEIYlHmEMNzPJOYEdqaiDZKYiozRcdgNKBKxPWBkRo6ckEZWmHx29d5jouWUkuRKMYcNeDMRU8tvbyG5wHM40Rkv2GTgbNHuF4d16JJMJUxXM+sTT3lOkRJ0EWWhZyEhUaVpSjiNJGXogVxllcjgrKb1H5JF5AhcDo6ywZkSLkk0MXPYZm3FgKUAq/3zpWJApxcJ6TBhJKWGUBBH5Vi/xV4HCWl4uHA+byKkoCV6y8Y5eRJxTzKxHp4AbFB+NHVu1i1GS+SjYphaTEogMayKD8FgMQYBFEmVgKTS3cGxsRnI9bVJ0racWCS0l/8lXfv1TKfjzv/A/p2QsIBHjSDQGqQKZ1MyP5rRXgWG7ZQyRYneJdz0pJeh6glVIKZFS4lLPn3z9Hl/ag8c25+99+UNEBJNZtFa4dsAUFTIGZrMcnUtiEjhgZ1EgjGF3HrnsJAcqfcJ7iIHLoEnDgDSGLAaIAaEhKk10kqZZQYSbR0t0SgQ8u1YSkuAffuOMUkeOjnYo5yV7eeTZ2cDhUca3Prgkk5byRkHReZ6dtAgSg0+kvmdmJcoqqkIzDh02LwgCZkVJYqSwhhtyYJtPvjsuBkK+Q5m2hJhzphQn556TVcthmYOIpODQ0rK7l3Fb98TgQUhyqUFEfvVpy9k3Trn20jX+1L2cX//Oik0UCAKXTy/p2i02KUKh0SkQm0hXHKPDdUgSNSicfh6b4iBlAp/iJ7wbAS5Np74VETlbsL04g9yS6gGnJ96HX/3uLF1+r59bf/6/SVFMSdcyBoKQSBWQEvIyY6inKJ7BB0yWE5MnpYQKAS9ByultP5rAyzsHfP7ODh2JL3/9I1KYnHUlUxZTShoZA9ZqrNUEIEhJpuTE+yJj1Qf2JJ/wHolcjBGVIklI8phI0aG1nvS9H3GhIwnYL2eUWtIOLWVeoIXg2w8vsCoyX8wppKIqLZfblsPdko+OzzFoskVO7gUX6walBH0A4khpwKOpMk0UDiU1zk+FmswlNiSSVWgSy2JyOHbKspSeKpvzeLtlXUc2zYaZyREyIkxEjoq8KDisFC4FAoJlkYGIfPXRMe6yJysqXrm2wwfHF7QpkFJg6BxOeIyPRDPx7kdB42qsNAg0wmsGNel7ioZkBD75P8K7IETQRlNKRZSKIYykmPBuwKWIlpLLX/7rPxgFzr/3Mz+fXEgMCEgRLYEg8RIyNfJaULxSDdQSvtZljFIwJjt9CJT4pOCRMZFFRcxAqYyopmoRlaPFiEgSkkOSiFJQkZhbQ0wjQhkYEvsVrNK084LOCAPIocZHwXUx8EoheaEa2fYjA7DIDa3PeOTgva2lTQ0uapzzBAefqzp2kZTKcmAjb23h5lJxV23wMmfTZTxr18yEYrYj2Iktm2CIg8DKwI5RRD0ZTL350QWLZcWdQnBQuWnY6BN9tBw3gSzLeNIJpHPcbyyLYuAACAg+HiO3qhmMIxs3mZ7ZrOKmc/zK6gSp9hlS4ubgeW03cuoMPgYeNoJ5kgQduGEDF15x1lp2bY2PipuFYEwKx8C+VZTGkvcDpowEJRhjRV3XjMojoqZPGTsa6jHQJks9OJyxlNHhg+FpU1Nmltezlp/+zW9+KgV/7y/+UnIhkXCQIlMbREJwgGRvd597L+R0CD567wIpFO656GtjcWP3Ce8qCXSRY/KKJAdc51FZiRYjoPG9/4T3mdGYmcbFiFAGNTqWByVNG9B5RGCRItJua/wgKIucz91U/DPzGQ/aFSjJzWzOKYm3rhoePBlY1R2SxNB0uC5y68UlR0VJmWve2FH83Q9rXri15EszR+09T8i5/9E5eV7w+VuCeQpceqilZGfwXM8rou7ZMzP++//nPq++eo3PLyRv7OtPeH86CD5Y12Ra8WAouDyvefCsYf+aZSE0AcHx2Zp7r1yjXw+0QyK6luLggHtL+MW/97dY5l/Cb5+RiRmf++F7rOue06crLi9PyVROUIlbiz3O+pZm0yKFR6fIzu4hUQai61js7HNwaxc79BzsKYISnHcVZ6crxqZBRGi7xOGdJVcPLxkldJvNxLtU+NERm5okBfPDDU/+zn/6qeT97s//jeTC5OdEmuwjCBIhIgko85KDvZwxOE5WHcIJkuJ5WLGcDOpSQsSEkFO0CTIHPZJcJD3X9xQVKaZPeLcJTGXwPiGUQfqRclbQu4jQDklOigPOjUQvya3h9WszXj064LLdsBkDN3d2WHcDDy/OeXTe04weIQNpHAkeljsZC10yyzMODwv+4MMLbh8uefVaQXKRJ7Xj45NzyjLjxm7FIoPTNuL7gVwZ7u7MibpnYRf8rd99i6PdAz5zc8HLR8s/1HeR+Ob9E65XGd85Hhhiz8lVQ1FIljYnILi8WnPjaJ9hHKjrSGIgq5YcWsPvffA2Vu5gZIcIlpvXdtk0A0NyNG2NSZYkI5XOqZPDDR6hIzpEqqLCqQRdwFYly9IivMMWBUEJYtBcrlafvDSkBGWZM9YNnZKIusMZi0oREQVDd4VWGabKePC//fs/GAXOX/+5fyNdSx0zPbXrkojcUh4xWEozYEuBCSVf3Q48SiWnTkxW/tKitECIBER0ivgoSVGgpCNFRUSidAClEXG66iGMaCLKaHIR2LMaLzyVG8mD4UBtuBl7kAO3M8msGpBqgU8NH8YjfmcVkUEghKaNkAXPECxGtSivKbVl4RpiGpgR2REbMlvwrBN8YU/gmU4WWw+zSnK5duzkhiAdq4saMStJUZLpgg/biPYDR7nFW8Nlp5llgeOu57xWSBnZkQ7nM5TwXPWJzy49p01gkcGVN1QxkRnHS1XHWZe4qhdk80BuWh5fFSyt4JKRFOfMRcPWRTKp2c8cp13JSdOxxWLyxA0ipTWkVPBhN3WuysriUETfA9C4ElRARI8N01mjk55DFGsScezwyXHdZDjn2DUGpzQX/YazwXI/KYag+Zvv/M6nUvDv/dV/kKSRLHcMfTMV3rePCnw7YnOJLS1zEl/9oGHTbFmvRhQJmSlMln3CuwyKse9RevKOUgikNQitkSYhokAVBb51aCK6LMhFIDuc4buOvMyQRrJjFPtlj42RHzcZP3F7gdnT+NTwX70fefNR/Qnv266ZLkWCJCCxyTPbL4mNx0RHrg27rLh+/YBvPm756ZeW9HHkmjB8PDS8sJjz3rrmlXxGkI77p5fEZTHxLgxvXkZS73njzoxOOI47iUHx5OyK06drhDLsF4pmVGg869OaV18/ZH2xReQS7xRWSpIc+ckXMu6vOt5/apnv5xyaFV/9RsPBvR02Z2v0fAelHFdPryjKGbfvzbg4Hfnw3ftEGVE6sagOOXrpkHEUPHj7A0TyzI/u4FJPvTkDQFAiQiCJEe3M9CYsAhUGR0ClLT45RNojuJFZkaPyko3/A0R7B/IrgtvD/dZf+1Ty/vIv/I8pGUVmAlEIRID9wkAUmFKRF4ZlMrz58Tku9nT9c31XcjqBfs47QZFkggiIhEiQECQE+jnvUVmSj2giURtyEZDzEukdSSaU1sykYH9HkUbHDx0d8eLOjDADnxp+75Hn9z98/Anv0wUTpFESJBgieWZQRIKL5Epjs8hyXvL0bMOfev0erR850BnrrmF3Z853jle8trtDkI63Hp6QLyd9v54XfP3pOdFFbl1bYJXgbN1SZRmP1yuauiMiKaUkJIkSnr4eObq+y/pig1lY+iZhpUTlkVcPlzy92rLeSPKZIleBk/OaYlZQdw1KZSgpGPoGZMVeBW3jOK8bIKKsJBM5eVEipOJqtSb5AWNmJB0YmfRdjBqSIEmHfq7vvUhUwuKSR/YDPjlkMcc7R1EYZNT0/QoXEyJ4PIntr/xnPxgFzr/1534+hTQlx+6rSI5D+Ja1LAloWi8JokdiIDmEEKQkpkqeSEgWJac/vopM29oxEmNECjH9MwTcMoLruWCUFq9GSiVpOmhj4IaGBo2QgZ1M4r1nNzOcdoFNECRlSFYS+pHcaPzYY2PC2IgYBKUObIPhVXNJrhKbreSokmgSSs2pxxX2+a5NJgIyOrzIiIwUUiK9x3kYlaQSgae1QClNKYbn54aOJ93A+srS2YE6XGM19nx+oTi8nnjwcMXdecF6qCmKCi1yvK+5uRzoRck7xyPXD3Z5slIs1MhJHSiNQJcFT9uA9JFkF9OZeR7IY8RFGMOAlIrSCB70MPRgZGAtwMYE2iAU2HXP3jLHJfi48SgjaZ2m9ZEhgiYhJM/n2BEpQTiHVwEdDFZC8CMBSakilUz8O1//dHZw5v/6LyY3JkwmKYscjWYYN0Q0afB4IXDe/bG8j0piowcgJvHH8r7YXXK0nxOFgkpTKsnFVYsbPbtFxYAjLyzVzOC9pygs5ycDje/QWmMidM5T7S4ZLi+IVBgbSS5gc40fR64vNQdLw+NnPV+4O0eTiFFx5Tp2rKUSHqLDSk0fIlIr5togvacbA60M7GvDw4uadqfkcHQcWcXcW752fsE3v/2UbngM5We5ON/wxhdf4Sdua3751/4+f/bH/gV+/ztv8ide/xzSljw8vuAnX9nDk/O/fvVtfvyNl3nzvqMsJA/eOWF5rWS2N+fZ8Zb+/Ir5i3fpN2sWZYGSgnbo2TxdI6Xi6MVd3vvOQ3ztkFYSw0Bw8RPe0zaxd2uP6BPbzTmJySk6pIhEfML7KECLiOsUUgRCcYrqrqNiQkiHj5JMBaIX1F/5Dz+VvN/8C/9d8hG0EhgjkV4RZINHo6PE+8TkPvOP530wksw/550/nndbZCxLO7kQEyjVlGQ/uMjCFjjpEM87DN57FouSi8ueMXYgDXkUtNGjbIYYGnzKJ95DwmqJC569SlGajMtty/WjXTSJOQXnzRW6zNnRhkUGg5CYCI2a9mSk9zR9YOMdN2YZbz1bYbWiVIoXlhYx5rz57DFXlzU9DiUt22bgzvUjPnf3kN95623u3rjD6eqMo50FhSm5HBq+cGsPkQy/+vY7vHbvDg+frihyzfHVhrk1FLOMs1VNigFj5jjXkqkcJQVBjIzdiJSKPLes6i3jENEi4YUjRQlaIxT4baTaKxAu0Q5rBIaQEmEMCNInvA9M+u5HC+J5h1poFECc9D1TkZQ0Z//nf/yDUeD8lZ/+15JVI9ZrOhJBBwo3TiFpKeHFFHUfCFOrC4UEQpo6GJI4XeqoacZLTAgliHE6vpz8CsTU4n/+oRFCTKMwIAlBkKCTIhOJpCb77UIKgtTEMLUl5y4xV55rImOZDSTZU7eBQ+vItCAXhkyOnLKgdT3WO7yUzJREJI9MktYlpDWoFDnvNTeLgqftlqHbslAFj91AJkuU6SmGgSAEQhiyZLhWCp52A0kqbEpU0ZFnAalz1kNLGAU354nLXuClpMwztBOcuREhArmQ9DHjeqYYhyu8NAyyQhlJ3Y9UUTIqx9nz/KjWeW6XJV3XMTOKZ3WPszPCuOVIWjYp52nb4JLgetESuxKhHS5EyuQoDRRGsGocBktmIsFI1m3PqtcsK1j1jmsGhlFyNiaeyRIhM0Y/8F/8wdc+lYKf/dz/koSIGGEIYSQICN1IVkxjV/H80DFMsY6f8C5Fmk5Cn/Mu5fQW+0/iPSlJigklNOgITLxPTqIWqy1JCbSx2FJhRGBoBUIGSiVQmWZ/VrB/qHFd4PKy4YWbGbu5ZuYiWgneGXKGrqPKE10b2V1aKpWQSfLeac/BfoFKkePTgVuHcz482XD6wTOu3zjg48cnFIsFRRkZTmqCEMwO52Qy4+VXSt5975IkFdFHdnTkaCmZLQq+eb+hX5/xU2+8wJsnPV5KXjtQaCf4yuOaFCS7OxmbLvCleyUffnifnYNrnLkKVSouz9fMzfTG/+A7p+y9vMfqZMurn73N1eWaKrO8/+0nlEe7NM+ecueFu2xbwaPvvI2WEl1uCMMRUl6SwhxrImp2yVwecdK8h2FBmQt09hInZ79HigZblgzDGmMkcXCkTuLKHaw4ZAzHuP/7v/xU8n7w5//rJNNkERHFZFQZiGRCTrynP8K7+EPehUrE+Ie8CwkypX8i71HLaZSVJElP33NJCKSMpGRQyEnfg0JYidWO0E0vtiaByBXLvGJeJUIUrOuWw7nFzCy7McNUmpP1SNN1KJFIIVLklpQJZJJsuo5c5qgUudq0vHxwyDsXZ6y3Lft5wcV2hcmmXZk0RoIQWK2wwnB9f8aT84l3KSW58BQ2xxY5p6tLvA/cODxke3mFl5LF7gztBCfrDQRBZgUjijt7S46bNVlQBDE5Qa82HZkBPwq2dYcqM3zfc7S7x7prmWWGk6s12mSMbc+yrOgj1NtLZIoYI+mFJRsTo3IoItIacmNp6i1WWKQRxEzSrRviEMkKTT92GGtJIeI7hxcanYOvYfXl706B8/13Ji4dMmrG5xdUX1SOc6WnDAsf2aZpvHHHdBjfIu1kmaeKRJcyHrSK+6MlpjC5ScjAQRIU1pMbeNJIuuDJlMZHpt8FwhjQRiGjmIy/Upi2+SNUaJzx7EeNJ3IQB25UOVvnsNqzDXBZT5b0l06TRc0Ls4FrmWMZt6A8mzHx+AKWOxW1mGP7ESscm1WLjZrrlWfoavZEz7Uy0BSKg/6Cjx4bfuglw8ZoTls4KBu2bcP+fEGSPWroKKpD8lzSjJJuGPjcUcFFO/CkHplJjdGR5BOzKnAkLOtRskolVRgZB4XJ5lx1gVytCPaQXLcEM0c2llt5pDKJIQTqruVwUfL09JIySdbbc5S2ZLqjXtfcyQM0mvNWMYw9efQopTjzkpNR8aIGHx03y4IQBsbOo4VGFiVd8gRp+LhLDAJymzOnBwaKzH5PmfxuPjpNbzBOBISS3Lmxx7YZiH7Ab93kXJqXLA8r8r6ZeLcavcgIIfLkcc3VxZaYQAJeScosIyunJfar0y1D12DLihg8Sphp92HTIqsSlSAKOfEeOgCyMuF6PWXlZB6bFdy9N2d1VmOLyGo18ux8Q+gi51cDRan5Ey9UvCg9d5XngdScXHS8/+YDXvyRF9mMljiOWDXy/refoIXg5q0DTi7OuGlGfuKHd6krwX57xtffa/i5n/0sH722x4cfdLywN/Lh04YXTYW6VjBcPuLmZ16lygIbFzm7bPlXv3jA03XJb3/rETdv7CI1rDvFnV3Dz7yxx8XoeHsrWZaJjy8TL798j6/er1n0j0i377KbG0JuiU3HK1+4xe3bmuPSsjq74tXPHPHVL/8+pV2yfnifTFlCiJy+9z6HB5ptc0lf7+DGhtwomJ+zGgP2bJc6DQSzz97BZxBhYLV5F5llyOYWrhbI3BGvjhgEZArU2KAIZP7a9xbK7+JjfCQJTRBT/tZyljMEh0ye6AUherSxLLMc4UekNRgpkaXGh8T2sqPvR2KaHI2dhEwqtNUYpWjbnjGNaGUgTBl4kBDOgTLPeReoFIgqQJzCI8MgMUKglUNbw8H+nE3dIbPEundsmxbnI5t+wF5K7uzOuFVW5AZcDxd9z8XFip2dHcagSM5jlGfbnKO0ZK+a86Q9pzDwys19hlxgzwJn5zVf+uIrXJxvOb5oWM41q82WO4fXaZ1j9B23dg/YW8BZ7VitW/75L9zj/fOO95+csptlGA2uc+zuFdzZvcFl33HhAsp5unrgIK84Xq0RsUdlJXkIyLLCM7C/t8PeTLOpLe3Yc2t/j/sPP0YYTdOuyENGVJFmfUFuFXEwdN4zjj3CeEQ0dGNC9DXe5Pg0YuZ7xDAQmwGhNDZPOCHQIsN1kUEIZlkOo0fGRJFl3zXevu8KHAskPAYgKN5OBQfK8aoRNLYnGxVOFtwfoU579F2AKAhtIkdRKseRD6BHNAWfKRoORSLLWjI9o5GaX+00axdRSSKkQKRIphQiBKIARaIUmix1VNqSMQAOFy02Zlwi2IwdhTHoKPChhzCd+mJLkmjZ9gW90yxEYG4EuavpbMGO6/nJO4L1dsOqSezNHXMdENJztU3sLxWmAOxI6BWvXl8jkNwYR2YB9g4SWZZxeTUwjpIhu0FKDXSKu3dqiAnZKeYzx9LmkCssHR8/ayAuufCGVd+zpzasggQ98lFbYIPDeUHqTyAWnLmGMleIIRC2CakmF+Jv3b/idinoR8+IoXIDtavo/TkHvsRWgpkaGDTsF7DuI9IGXk+Ky9GzO88QsWGI4KVkNcLMwsOuwEdPTcc1maGylmsxoV1g9f3VZPz/9RFCQJp4T1Jz+uSScllw8/CIeveK1UWHKgzPHh2TtCaMW+g8QSSUmsTNoKYdp8Wcm7cKdrTk8MhwpCT310u+8s4xfTMimS4Mo3OoRUHsHGiFIGEWMxg65gdLVACkwzmJEZbt2ZpvtTXzLEc6GOqWsXOIrsUslsS65emZ5TjBrRuGu3ZgXwTqlw6xI/xP/9J1/va3nnDWCK6/eI0jnSOk59mq4dbekkUR+fzhHm/O3uBn/7RGIHil8bxz5Dm6NuPPvqZ5/8rRjD0Xs3vsjR0kw49et7BvKJTiTmXZL++RJcGsMPzd3/htWH6Rp53j3eORXeFYJ8OyiHzlocQNie3lFi7+AKn2OdtcsT/fxYUH3P9mIjEjLy3/+7d+n5vz6/TrS5xc4WNi/WSP1r5DkW5wuPMKafaAOo7cu/EST5++jzM9ix3Bk6bn1vxFRDyjSafYeMSwaVFlRhocqr5NP3uC6W7hy2eoJIiDIcn8e43ld+0R8g95D0i6ZkDlgkW+pGNL2wuUl6zGBhFgcrgUhMup86hkQimJJiCMZXeZs5NLjDYczmasNi3vHp8xjgGRxOSdICJJKlKcupaCRDIWmQI2s+gkQDqGZNFCM7SOB/6CShnG4PGDY0wRGUakLWB0XA2e7dM1PGnXTgAAIABJREFUiyyjKiyud3RFTi4Nv/CnX+GtRyc8Oq/5kbsHHFVzhPR8+/iMz9+9zs7ccGgNT2/P0TJDIIlzw2+FkR9+8Yj57AXefbzCO4+0hrXrYG34p186gOerAIfLgoNcUVmLzQS//tZDiHOO+46zyxXVbM7YdHib8+S8mRZ/8WxPWpTQbFYbZipjy5rT44TRipRpHr99wbKypK5DBoUTjraJjL7B2D2yucJGzWhHdsqKuh7JLUhZ0nU1y519RBwZkycJiKOHMie0k/eZSyNGVfgYUVYjUsLJ+N3j7fttRPVXf+pnkoLJHEgkdPx/yXvTX0nz8zzv+m3vUm+tp87W3ad7eqZn55AUSYuSSFCkYjGSHUW2gSiwgTiwEiD+kA8GEgSKYyBIAmdBECSKE8UxEiBKbMSJnECyLFuURJsmxV3DZTichdPd09N9ejl7re/62/KhmiMz/izIGNY/UEDVVU897/Pcz317nhl6thS8NNY0ZYX1kbNGsXaWUSKIXrKbdhRakvdbclNQdxaShIt1xmfPFcdNRpA1PoKSERkhhM0Y08TH07HoyJThmdyxXxiiK1n7hNMqEoJmLSIT05G5jkJJZBu4umux1mCiJM8sp0tN7SzKd+yPE2IU5Hpz7o3oOGsSosgZZQ3rqqU/2mVWdbTlElVqdA/GO4JLE6C1+KZBjRK6ENBphfAJwje8886S6wdTgl2zXOwzmjhevRd5akdga8Xv31nz7JUhhUyp/YLLo4yjWc2ydOhej4sqUFYdnTT0M0/t+pTRsacS7q0DhsgDb0mVIFeRbTwezXlrmeSaynU8MekhEfhmkw6b6xaKIen6jDVjZm3FnaXlYJBgSTlbr8hiws3oGXeGNKuIHg4yzUApjqqa17seVRAEHBpBJjceKr/85svvyZF97xf+9+iFhOiRcuOovf/MATujlJ98asC68VxgObznKBdr+v2E6CUvXoaBSdlWlkl/wGzVkvZTvld5PvMHF6wWJb6u3uXdS010DbLXg8fG0EKCSlKuXd3m6lM9qouOznqOT1cEb7DWkhcS1Tj6PUPTtPz4SwUlOTIRTGPHd+4JWlshguBD11NiFAwTRRY2TfvJCmJvwFg1rJYl+WjCMipOH56wuLBMhwkvXu7z517Y463FOeszx4dvjPnGoyVPbg0QPuGoPeVX/9Fv85f+5Z/nbFlzYSVPTQy/8cYZn7y+x0Vd89//xt/jX//0nyNPc+bLkg9f3uazN9/h/ME99m88w3e+c8iivU/jU7a0o4vPUDb32Nt6lvuHx0gtiPGCrrdGxhSjIsZeZtnOGfaGrO1bPPP8TyERtKdrhNT0pz0GO2Pk3dtcFDucH77DxcmK3mSAFBmL5lVYXqUbndBf71Fnd5DekMvL6GLFujrFxwFJ6FOFOQqxSR/3Cv/F/+49yfv+L/xyDHLDuxAgZKA3KCiyhI9e3+WorGms4+Kipqpb+r0N71uTlGGasdfXTAc550tPrxAcntX8wZtHdM4So/1D3h9nVwvEBnQg+oAyhknRY7rbo603mpzVuiJESewCJgPhIUk2W4ODy9vQWjCaIlc8PGlpuhXBCZ68skWMgl6aMFaO1nvuLx2p0ewONQ/Oljy9u8udVcnsfIXoKrKkz42DbX782oSz0NAtLZfHCcd1YJgahDesZMlvfOF1/uzHPsiyqjg+r3n6YMJvfeMWP/b0AfNlxW+/8hov3rjBOMm5WC/40BNXefnBIefnFeNBzuliRVWVEBVZYohBYjtLNihYzkuCjsiyxCUaIRTGSBBQ1S1ZnuHblu2dHSRiM62RevNfkA9wqyXWpCyXc8pyTjoYooOiXi8IZLSxJA+a1mwmNFkvIxM56/WShkhqHaUUG4mI2tT38nf++g+HBuc//bl/LVYu4FV8rEEIJFEgHwdYbvarLV4Jej4SgBgMFkciFWXnmAjDXtowrwWX+54f3UqxeoFvIzOxz511pLQ1XdSsbAAZSaQi0xJvOwSBVBtiVORxzZb07PQCdR0xacJuoqmqhjS37OeaZefBdQyKgpOzc3INu8OCZOCwboxoLK2d0+9LEJ6zRcm4mKAwoEsEGSKrN7lCbYLSAZoK0a85vZVTqRwj4MpVw81bMzKtWNkUrTyD1PBoJUikQIuGad7HCMXrpWI7CWjR8OYiQ6jIMDpkCj96tePk1LDsAgpJ6yTHNuOsLdnpSXJlSKNHpwmH84qzWuFEYKokLlgEnkE2wMaOxHoUlrlKOXQG2ZREnzFNPW83HXtJQeccJ20kqEBPAlHihKdQMIsJlY2gPBMlGcqOuklY0eFJacLGk+KX33hviownf/HvxqbbBMvGGLFiM5GRj+36IwLWa7wSpJkhwMbGvulQg5xquaKX9xiME5bHM3auX+FnPrRF4wPClRyZKW/fXLI8PYckY302IyhFmmqyQZ9qNkcaTZGk+F6CnK+ZbOdMd7ZYzy8ohkNevFTwvYcXXB8HnhwNOalLRBfZHg+59c4Zu33BlWmfNFH86BNbfPnWklA3TIcChOf2wzXbky22+4rO16RpQuc8RhlOS8dAS4TzkEhuvnP6Lu8vXR/wf/6jf8pLz73IN+6eMu1prl3a4xuvnrF9Zcj86DYfeeGDDPPA//tmw4evpcRa8Ltff0QvNai8Jh3v8u9+ZMTrZw0PVxUKyXFnOF8Gbt/5KpfGz9Hf7jNIUmQ/5fY3X+P01BKEZ9ArCLGjDbfZmX6c0J3jwgkKS+0uUZc1Xhwi6ycxRlDqW9A8TYbHikBQgYQIURJFwKpzYrePT0+I0pO1e9j8Pr3ygC47wpMSRUW0Cv/7/+N7kver/8avROsCUmx4dxJ0/EMn24hEeotXAkNg82yviDYijKRxjkxrdCbxtSXt5/zEk5dYNpZWBtogODou6ZqKECTWNwQhSJVAyIyOFpwglwabgO4sJjNMiwHrbkUvydnZHjFfLjcWFZeG3J+tcF7yxM6AV773gKTQfPyZSyRK0ksTlnXk5Kzk8nTTHb1254Lnr0xRaUKMLdJolPUEk9K1NSYYGudRqeLrr998l/dPvnSNX//CK4xHGefdRiN6dVBw+/6SItc0oeXp7T36/cjL78zYHfQINnDv5AKBRGYCZTS/8KNP8507M86Xy019D57ZOrAoZxRFj16eYLxAD3KOHhxTtQ4vAnmiN3EoIZIOxoh247mlsDRSEtqWznYIn2ISSd2UiGSE8Q2t6wgqkD6u71F4vDB4J/HSI23EpAIRBdpHLBZPCt7jpaf8zA/JFdVf/dmfizoAokWQcpBKplpxGh1CCJwXVBK0gNPKoVxEKIXAI6XEh0AqFIhA6wNRBBQJKrR4mWJFx8gLcuXJE8MwgM4N09RCG1lFz4MGovUMjGLsW2xPcjWTyOAItaXzju08kmSexVqxX3haMhoLqWkY6BQV1yRpQdr31Os5WuXMqozTlSfajOeuzZDBoJKE89ma2p5yaaePaMfIaQLmAtIB4R1LTBsUEwiedbRkjWa1rrmzznlqf4i1jp6uOLtwrF3KcEtTSA8EdLtm1UW+t8iRMuGidmjlGSU588aBUhRyjSJFGzbZJzJBp4LoLTfPHNIriswQRceyk5y2m+8iBOgpwSoKjIyEkCCjw4qIdZraWwIKrSwSwTjRVL6hsJpWRxIlWXcdAs1KKMaqRZGQKkOILd5HahfIpOaXXv3Oe7Lg9/78r8bYRXRb47Oc7YMpW4M+57P1ppkPES9BSM/8ZI6vWqTJkEq8y7uUghgEMXpk1RCzjOBrpMqJbYNUijRT5FsTciXJJ0O2JxHbwKxqubh/Qagl/d0efQKdirzwwjahCVzMa1xj+ZFdQWYkdxcdz++mtGQsq5qBhPEgp+88olB88tKYL9w/ohdT7ljPzaMVs7bg55+TDKVEJQlv31/xnXtf4F/98Z9CdIYPPLXFvG3ZG2V89dunyEKQZ5qujhzZwGUVObwIfOZb9/mTn3iWum3ZN5q7pwvurR3Xrg4ppGdAD7qKs2rJ3/vSIenOVc7euUswc/aufIiLu3dBFwT5HQbqGfL9PezJI9SgYHLpEvW65fXXP0sMMNQv0uhj4nJEK+4j7A5Bn6ETT+sMxk3RBJzX2PSUzO1ioyOgEMl9jN8nBkPI7qGqZMO73yWaOwg0TvfQ1FibkfpLG97VKVLUeF9gv/w33pO87//5/3YjnXcObzR5kTMwKevKPX54DRuH4SzQrWuCYKOSDPFd3pWRhCCIzqFDJBpFEB0yJkTnkUYiFeg0wWDITEZ/pPHOU9UN5bLBWchSjRYCUri0PcZbqF1DV7fsTgoGScLRsuKpnYKWjHJdkWvBle0MbxU7uwlXdMp3Ti7Y6hfcOltz93hG9IpPvbRLphJUkvD67XMerA/5xAtPk4SUvamhDZsA2vuPapyS5D1NbAUXXcdICu6cNnzz1kN+8kNPUNYtQ5PwnQentJVn/2Br40pvCqxtuTc75ubDNUomVNUSIQS9fERTL5FCE4TH6BRjNlMsYQyZMThvOT6+IApJnhq8j1jr6GwNCGKEDEkpN3ENCZHOK5yMJCHSfb++C785clA52AYZNvXdSEn09YZ3IUmCp1MJidzU9xAiIlgCKYvP/NFMcP6F0+Bcl4pxGlEoermk5xS1cfQaRVnXlNJSR0UnHAM55HKxxAWDi5BqQa911MYSpKJvUu5Wkkw6hBdczSUTBCsaOpfhhCWowGK1Bpsgo2UYBR82ktF4TS94EqNQEaxak3Y56yKwtoYkcQyExBdQNilRSHAVOgiSQYOsa87qZ+DRXUbFkGxUsS0XDHa3eONexeGjETtZzWDf0HYj7l70KYohSTOjKBbEsod1a2QqOHsQ2d+qmVUDRtMKORoz2UpRJ2vOz+acRcNUA1ng7VnO8CyynzqmhWfdGWrRoydq5m3HJI/UbYrXFddHktxEyrpPlIYvnlYMnIDUoa1kv0g5sZCkmvttw45MCM6jdIptO1yqiHjGgNMJi25GIiTXswH92FFFiSNio2aFpQstuxgW0bKTpuQ4ooSFs+xJR/X9lVRoWDcOISWJFpS2++PG8o/sNZ1OyXKF7Bxbe0N6MlJHqNqE1dEF57OabBDxVYUe7DKdJsRBn7BcYyYDVNliu5ogJeNLuzy6fUQ+LrBVwt6VbbYKxXK1oibH1y1BBM5vH9Juj1DB0hvkPHN1j+f2S/pR08s3QkzdNYTMM992VJ0kU3A5H+JjyaIRRBHQnQVjKBRILCf1lP/raydcHg7QvZL9RrBzMOHv//47vDW4xI1C86kXJrx63PHG+VN8vBwhuo43jma44Hn7qEQWii+//DYfe+4J7kfL9WHOi9t7vHjZkhj4whv3ORcZzxaGoid49ZHlzfmSj13RhLHFVZ5VzNna7nH/+BuMCkPLUzSnX+d9157h4Npl7s62CNmAr3z9H6KrbeJRTfLmku3Lu4TyGozPOHdvYeYHRNWgwhWsfIgSfaKcIxgjhhfU3QXGw0C+iOqdktZbOAT469jiDl2IqOYSTp+Q+stQvAMhIFuLUSUhAGKCTd9Bhxa6jWEacvXHTOUf3SvLik3qdfTkvYJBhLWMaBfoyprSR4yqiWuP1AN6OmAxaO+IiUF7T4gdwSh6owHrVYkUGh80k60+vUSybGqC03gcQXhW83M6nyN9QGUJe9MpW8NIpg1FuuG9awJZLzILGYvMMNCaS8MRPiqW1cbXyNqGXOWMehkXZcnN44SvPHrIC9sTdM9yNelx44WC3/zqHV6+ueDprTE/8kQPKwSPZoK6Sli2HplvHkYeXYBUmq+8+pBPPb/L2+sVT21vs5f02H+qR2YEr9w5ZlVVTNICmSlOyhkX7zj2BxlXJpbTVUOIPTJZsmpLsjSjDYIYa3aGQ/pFn6pdgSp4++4dZJCQCKTdfH6d8xgjWa5WGJMTfECqFNd1GLExWVRSkUhFUy5RJtIvxqReYIXZ8G4FxIYuWITJcb4mNwVCB2LI8daRRYHTEvn4EllaRxCCjRii/iPj7V+4Cc7f/7N/OvZzOPQCZxXDztI3LSZT+NYQQsCIiibJiY2hkZoyVhRC0NcaqSyFdZwqQ3Algxg5c/nj6Y/FJRrfKZqoMFFQujl7aY/Gefo4pipw5gTOBQZpShpXm5NyGzC9DE+HbAPjQUaCpK8uiCpyfTfn7WPJUS1RPuKJNFEjRccH90ZoExlkx+AjTRfJin3mrmPcj+BryhOByhxaRlTSIsQVan+XpJngRIlUBmN6lPWMZm0ItmBnW0LmcGlAV5amkQg1ZjY/o1plIFqSXDDrBpx3gq5rWXSRurGMNGgj6LpNau1IO7wMXFSCrbzDO0Uj+2SipUigajxdSDkMhmd6gke+5Jl+yrwTdNHi65qJdxz7PisBU7nJdMmSjKqpCEpwf+4oMkEZIxIFMrAvU2ZBMLMdzjk62QcaInKTMRYsnTT8V6996z35RPvif/h7cXeieDTraH0gqTr6ucQME5wF5yCVDjJDU26EyMtqjQmKnWmOVJbQQKcM69kZg0HGycXGP6RddiQ7GWHtaVY1aWqYH7/DpaefZ3GxItewvd3n9HRFvSjZvryHXS83rrHWke9NsKsVfr3k4IPP8nTqGcpAVJGPXB3ytfsrXj4B5SNl7Wn9JjvoL/yJa4xlYDt34CPHdcOffP8e//jWjE9d3ebV4xnnswjaMxCBvCd4//UpX337hD6ak6qjkJqsl3FWrVieQJcoPnAlpxOBqcyYd5aztiOYlKNHF7zxsAXR8szumFsrx81TR3U+Z7FYUHZvkSaaNOtv1szVhHw0o7YrqnZjthd9S/TvR+UPmSRwUc5owxaxmjLd2+Xh6mWef/oTLB494sKf4MoHZFFQB0OUBhlqTLbNVvE+zlZ/QFACLgL0PN56pNQgA5l7inUX8OYRqSiJ/lmE/EPenbgL8Qnsl/9orOv/uF8v/uX/Lfb7kvmqo4uQhIDRm2DX6CDYCMIRjSZYIEBpW7TW9JMUqSwCRdcE2lCSaM26i5v63gWkAeE9PsiNXsrPGagJdbQYAb00pWwanPf08hz3fed7LFk2wPmG4GC6PaSnNFmEqCKffPEqn3/zkIezCuUjHZvT8SA6fvYDz9NXMChS8JFlvebapR7vXJQ8M9nioux4dNGRpZAlEWM0k77k3qylLzVl3ZCkhjQpeHB+xuJMgPS87+kpUUHeSWohOK9WDEY9vvXdQ2Y1IFoGJmfROc7XDbVb09Qdru5IjIJEE7uIeByQ6Yk0XYs2BhEDyM11amYS2q4k+gTrLflgSL2esz2dUFcdLRbXVgivNytyH1AKjEnRWUFbrghKEBZLZLIxtJRIkIHU9Kg7gfUVSWgJssc/W99D8ASpWH/mv/jhWFF98Rd/OtrOY2JkogxfOg9IH5FDyXEQbDcpvcRyYCzaCPqp4sQGjquOpdUMtUbpSGZhlBqOqwppNuPPtcvp2YBMLFWI5I1jmhoStRmfJcqx9grhVjgPJniKnkRrzSD1OJcxHRh0aFivzpHpiPMyEr3AKIhBkIuSTqZoFbioCq6mC869Z2SG7B8I2liikx7zB5AMPIOtjMO319S15fpBivQ5QVYkpGAEUbY0iwKZCxbxIdMkQxXbrI9mQMDFDFnWrFQPW3pKLZhVM4zY46TrME7gY2TL1HQh5aRz9HRBIhwZJQdbBeelYNkEajXnum5ouUwnFQ9mDUHA+7Yg+khnLUJJEm1oY8lOJjlbBy7sgLO2YimH7LKkxiCtoGcirvOEVHDaKuYOBAk9ZWkjRAzL2DIQCuM2RcrGgJCRuQvgJEYGlJD8tddee08W/E//yldiXZaYGLmylfN7nz8kBEd+0KdpWvKQkSSSS9OCPBNMxzl3jxz3T49olxX9yRilI0ImXBplvHN/htIb3ltSVG3RCTSrCtrA7sEWmdFIJDqL1JWjKWusc2RhyRNXJmituTQ0BKvZn/YZesVr33ud7Scvc+8k0vmanuoRg2A3rzjvEiZF5OUzxScnLd946xYvPPcSH7zeZ1VtzvzfPq+ZDnI++eSEv/PVQ+4dHfLp9z9LkRvKqmPUV2AErbWcrTRKZpxXxzwzHfHSlV0+/8Z9IOBFj1C1PAwd7zxYkw/6fP1bv8nu9U9z+PZdpBhS+TvsqA6P5nBxwU7vJVSSk4bX+NmP/wxful0xOz7ntP4CT477pKNP00nFmzc/C9bz4y9+gOgji/kJvTQnKUacL27xMz/yY/zuy1+jdM9yb/5lQvcCRf97NJ0BHylygessPk1o1rvEOEN0l4nFIbreJ2Kw+R10fRUpH27WvFEhZCSIDu/iu7yvf/9/fU/y/on/6NdibTfZRVt5wStvn4D0qELjqpZUZWglGfdzskTRy3KO55bz9hzRdCRJhtIRombUSzlZrpFq42VmrULHiFAQbAsOeoM+mdJIqZBJoGssjW3wbhPcOR720FqzNcppG3j+yghpDd+994i9acbdkxoRNmZ7MQiSrMVbhehJVkvHfgEnC8/BdMyHX9inbUrSJOfNu2dMtnq8tD/i179+l7Nmyc9+4AZGJVjXkicajCB4T9uCjCm3Th/y3OU99gc5r9w9YWPTnNDWjrOuYrZs6AIcnzykPxoxn6+IUuF8pCcUUQjWzYqe6kMa0N5ycO0JZqcz1m3FypZMs4RMjeik4uT8HBHhyhM7RB+pVxuH47SfUK2WXNsZcPhohY2BebUiiAyjOoJT4AUmfXwlZQRN6/HeQUw26yocEYMPG3NY5Tb62YDf8O42xpbf5/30M//1D0eD8+V/++dj4ywiSg6tR+LwToHoEGETyVDg8EoihMKHjto5REyIXUA4gUkcA63oWQgmso6blHHjDBO1xiSSi65mFw2PO9vMBLaomI5TtHDAGpmP+N6xprWaYDuwHhsaLhcJnhIje+RaEHTHKPNk/QG+WxILQX2UkvU9iVDMqxnj/SvU8QE5+3S5pVoGxtcmcDIjLANyOiEslqzXgeFeQajmxH5HWVZkiwmH6wTh4MJKrhQ5bXXMpb0EE/tIH8Bo7h5atGxpjea4hMx6+nmPebBI2ZCRU7oaFw3rtiYRQ2KsqYQm15HWgcUxkR3TfsLxzLGmT+tarINUB3KhqZ0nSxyNzZEi0kYPQBoEVUzwqkYHSURQqISUjlJupkAxKpogN0Z/TtEET6MkvgNt4iY1O6R4ASFsfhSl9/z117/7niz4P/srX4uBTUTDvUdzbOz+Od4TF0jHBUIoVosF7WKFHg5wpzXeB6SRTHf75DIhmMjs4RLR02hvMEnLZKvPyZ0Tdi5PQGxCZXdMw41+yvW9EamzKL25hPuduePs2GNdQ7O0qPKUj710jdu3v8sTTz/PIFOkNmE8DoxNThCeK6MB3z1coHqRLQPvPGr5uY9e5cHZkivTAmEEv/3Wgr/4oae4+WjOvdkjPvDUVV65fcKs9Xzq2W1ee3jBbp7zzZMTcpdyaxGoGsfbi8hHr/e5+e2v8ZM/8WH2eum7vP/fXz3mmanhzCu+ff8R2WrBB55/gZePanrtKbuXdnl0eEKVKu4dfoNp/lGCf4OFyxloKGON9ZqpaXjf0y/y9ddeQYobXFRvEmJApoq+HlG252R4arGDFBHbLgFIdCTUN3D5TYQXRBlJ9A495Vl6h21nxKigO0Bmj5DtZZw6QtnLeM4QpiO4DsngB3hXsqX74v/8nuT9k//xr0dfrxBRclqu8cr/c7xrIZFiU98bOmJbgUigCUQRQUvSNCXzimAiVWURKmKCRGWQG81qvqLo5yiVbuq7MowSzfPXpvQThfeBIjH83puHNG2kcxXeelrrubw/pVuXbI37DBOFbzU724YroxGlc2zlCTePVoyHkn6iuXVvyU+8tMf5vGI6SvEicvfC8uMH2xwuWubtgr3pmLPjkkfVmvdf3eJ4belFeHN2zrbI+fqDFbGrWa5qblw74NHDB3zs/dfo5/m7vP/uNw9JlMMFeLhcIlzC5fGA02oG0TNI+8zLNU7Cer2ml+ZY5wnRo3RC5xzQokXK1t6Yi4cnxJDQ+maj5dNgZErrOxQaEBve3aa+Syk2ou/YsdldRRLRQ+KxIdCFhhgV0W4S24UH5z3oQLBsAnqDQ0bzg7z7jvnv/ZCIjP/JX/5XoqLDSAnOE2RHE1Oi8xgbSFVEi45MCEyqsZ1nUQpaK1hUHWXYrJ5c8PSMwblAlniM2RgCDhPPMIGu60hSha0aEuG5dnlEkksezDtKF5j2djh95x7TiUWajN2x4eR8TZaCQ3B+0tIf9Vi7hMWqYZwZxj0QYsF0a4tVk6BcTTowCOGJ0lGJJVnV4+wicuklIEq6bgF1QmISFkclxbiHHzakl0cwWIPfgVsr7MJhEsXsXBKXlqAVrgmUjWLle7jYomTcCCQTg9QtzgqEdfQHGms9W31HWUGUCbHtGE9SWmc5uXDUXpBqQ+0tuZZYu7mAybWnqqATOY23NCIhOMskgcoq4DHE0eClIwazaXp8wIdIFzcjSBk3TqVBKkJw6KiphEdHgUNtrqWUQvsWGxJaEYlBYXH4qPil77z6niz4P/0/fe1d3q2QyFWkzT3ReeI6ko0UBMd2IphKzXn03DtraJqO01sXNI+NKttyyeTyLs28IVUwvNRHpSlFYrix7ZmdVUx2UhbzmkKkfOj6Pp+4OuT/+N4pM9fyvtGU3/nyV/n4jWuEMfzCE5f59VcfMZwYQgz8/pe/xUde+iinvuXVN+5x48kDnt/p01Tn/PxLT/DZ+x2Z6PiJgyFCeE4uOlopOFqU3Dy1/OLHr0GUHK7OoE7I+povvX7Ejz21R7+v2N8qSFLDpVHC628t+NrxPZ4a7vKNkwuqRzVBKxrX8frpmqUeEo6O3+X9yScOGPU7bp6UFO2KJw8O8LHj0jjnrZuPmOzsIHzN/vaExgc+95WvUkbJ7tYut45uspePaf3mwrGQjnvLM5Tao6lnVALarmN/OGW2mgM/yLuSmya/7uYOKlpKAAAgAElEQVT44IldoFHyXd7BIERHDJqgAoKAdldx6pgY9lHyHq69itHHj/PyBD4q7Jf+h/ck7z/5V/+fKB/z3ilJLAXBWKLz2E7QKza+NZlM2Ur7XHQlZ+UK6zyLebVZjyCwLpL1JbGOiESSpRopNXmWMRlkVKua3jBhvV6jUXzqA89xuUj4pzePWFQrnrt6wOfffJNnRzvofsenrlzin9y8YDTafE/fff0hV7f3WUfL4ckR0+GQ5y7vsC6XfPLpfe5UkqZZ8+y0jxCeuhSsY8CHjm/fXvBnPvoERMlpO4c6IR9ovnXzhPdf3UEouLZbIJWiEDX3TwX3q3PG6ZA3Ls5ZPnQErVhXCy6cpesCdWXf5X3SHxILT9cFfGvZKwZUNNzY2+Ltw5KegS6UvHBwhYXzvPLmXZroyfLepvFJsg3DwpNJwbJxeKFxtQXp6Lwn72Ubnyz+f7w/bnra4InB4/0P1ndQQAcxIdAhFCgvcD4QtUK7DhsNSrgN78Lio2Lx2//5D0eDc/vf/1MxigalBIkIGOTGeTVxdDHh9VslFxcZlQmoYMFkWOvJVCCTApVa2jZH+hk9nTGKgcHugKpb0Zc58zrSU55ZLZFe0EXPvAUbJPumRYqUPLFgW7K+Js9SlnVLU0dUoukHzVpVTDPHtd0hhHPQOV2dITNH4zKcXdPTCUmsSUSKLjRSV5BJyD3BRGSmCHmFVAPcHcXxO+C9Jakt4xSyvifurgjBI8/7xCip1pHoG1rbp45gG4uRlqvXclzjEL4A5jw8FWQ9RyH6IBf0tgNhkeJiRCVm80NxHttJiJpEWZztQGWEqFjOHWqUMp+3pCbhdFXi9ISII3R+48bqBaedZ2IiHY7aBjQe5RRBBkorkCqFEFEi0nqHkMkmMyZCx+YqwomA94raSTrC5nQ0KBIEVm4StZ1Q/JWX35sNzr/3m1+MYiVRnWCQiB/gfdUpPndrxv3bF3g89mJFtjPGWo9QgsEgJTiPNynt8W1G/QNML+HFP7HHyUlJPys4X1X0jGG+WhO6QLQdR0cVTd0wHWQMdkakPU2zrLm6LRhPd7h7UnJ2WjLaGpImsLqouLYt+OSVbWRSgchYdx2Z6dEay0ll2VGBfkwQRvHxJ8YsG8He2KNcj2A26xuRCq4Uhu8+KPm1lw9ZBkViV1wrBmwXhucujwnB89bxjBglJ+uWWWNRlWalHA+PD8mC5tM/9hxt40lN4HQW+fbNd8h6jmcPnmFhVzw1HTC/CCxVy0GRo2RkvopgOoga0SiWcc2olxCi4o3XDrl07TJvPLjNtf0r/MOXP8dW74NEHLPqiElxgPSCt+av89ToWU6rm1zUK9K2Q5oesa2poieYAkLE6AQblj/Ae+s8MkkJ1uK9Qvp9WvNo0+AHhbS7xPQhIBFS0X72b74nef/F/+U3o1ulXDEJsVA/wLsoBf/glVss1jUxOqQLiNRseE8kqVQEKTdThG5BKkaYRHPpypj5cs04LThtagZCMWsqYhRE27GuN5edPWNItUGlEm9bhsWASVpwvJ5R1x6dJPRyTbVuGA4z/tSNA+qkJQkpJ3XDVtZnKVacXTSM+yljk5Mmkv1BhvWaXtqQhmLDewbIyFC0vL1SfOXmKXXZ4WLNE+MtpsM+o3yjQVl2nhglD8+WLOhgnjDzK+btEhN6/MxHnqSuLGkSWK3hqzcfkfUcT23vUcY1z2xNKVeBk7jkIB+hRKTpYO1XEDUDepzYC4rEEKLi5u0Fu9tDbs8OGeQ93n54Qa4LIo4yOAqVIb3gol0yTHqUweJsjfKgRCR4SeUDJtlct0Uh8dQIaQhh4zEXg0dI+fgqbmNE2sWIimHDuxBEsanvCsHpb/2QZFF95d/8qdhXlraLNGyCBIvcoaJEx5InP3SVW29ecLpWDFLBbmZYxo7jM8tqDZGWG5MBvbymQJOmKU2oyDScLjuU06RCMRx1RKFYtg6cR8mURRdpuoAWEo8nU33GeYl3grKJ1N4TZY4VnnFusW0f13i29ixF3tBLoW4iHk0/13ROMDvzPFyMcLVHyzWTvmNU5ERX0jEk2EDbBPqTklz3MdGSJBlyMCdeKZFlAku9GQkyJJQrnK2pVg4RI0mWIbTF2RFpOuXRw3MwkYgjiRLUJo23SCTL0mFjROLJU5AKEiFYlQNW65qV6NjK+5St48gP6dyKNmim2iGlpMhTZqXltGnQXU5WdGgB0iSs1g2tdzi3yY9BKmTU+Fgh1SZHTEsFSKSIxGjp5EaBr4QisHmPzkVqIRHBE8NmneIF/JVvvkdXVH/ji3HbeE5W4V3eL489KkqGccV/8MlP8N986du8ciG4tKX4wEBxVDq+9bDl3u0zwvINPv3TH6efJOxGx2iYM6/XTE3B95bzDe+55kqS0pnIqozgPEK2nFg4ryNaSJalZX/bcGPYY+5KyoXi7kVNutenmc14cjuldJrl0vGB/SlJ0vDhvS2+dXSOR/PBSc7tsuN05vncUYutGszijA++sMfB1oRqsaAqErrasVzAlYlnazQmWktqDC/spEyLAV61LNYtRMW4r3jtwYKTZcdZXSFiZHdgsFajlUIWBffunhGEJOLIVCREjSKyV2QcrVfYGLk4XvDE7hSpoBiknC3g1t17vHn2Fjeu/yjz43s8qC+zbL5JZXOu5B3Z1tM8cXmXV195h4fL7yLZpt/f8G5Cj7PuDF81ECBIseFdSLAd0ajHuUqG7/PuRUuIEhFBPc5OilEDAZT+Ad5NjFSf/1vvSd4/9Ut/N2baUDf1u7wPCo2KEpl6/q2PfpRf+4PXeOtixaSf8+JBn9Mzy5sPT7koG6RteebGAVupYpIZJiPDRdWw25vwysMHKKfJcs2N6QiSwM0HFTjPqIAHa8t5XaOFxHWw1U+5tttnWa85ncG6rEkTQRs9u+OUtlWUVcv7Di6xPfDs9IecrRZ4NLtZxspZXj1cc3cxp25b6By720OevrTDcl7hUmhbx3LWsLtTsDsuyJEMcs0oU4zSgjI0j7UrijSNHK8C86rl/mqOiJFtYzBpj856dneHfOFbdzBoIg6hPSYkKCJXpmNunx9jY8Q1GQf9FKmgNzLcO6k5X6yY1ysu7WwzX1SUDdRuSQzQSzRSa8aDEWfzOatyjvQ5KotoAVr1KJsZoXMEG4l6w7uSktB0kKrHQu1/lndLiAJCRGuxOf1Hb+IzRPwB3pX0nP3WD8kE5/iv/el4eHpGrCVL50EljIUjiYoQAh6PiI5eYjitI0MTEEEQkFjnyRMBsaOTksxlLK1nlBd0XUCIGuc9TiokikxD1XUoPLkRJEkkzwQy6VCJR6VzJuNL0DXEKqWqoKwDZUxxpaNfGLrO4Z0guA5MRlCeg0GfXl7izQVSCsT2LvFsifA96qbENoCH4VAT85bOO1LRh8QTsMidMbZ3i/DhhnbVMHw4hjLHxiUmuUy4c4GcD3EiRc0DdhU4Mz2G1MRY0gnD4lGgGGtsvaCxQ1zwxCiYt46t3REPzjWelNJBlnnQFjy4qKltxyhNqLpAEAZcSWTz+SdSgN+EkwYR0RJ8FBRqY+ImpUF+HynhqR00rSDkCuU9HWzGmUESRMSJyDC0aJWgA6y9pIuWIDXRdwQkHZF/5+W33pMF/z/529+Kr7VnzOeCpmxAJfQywWSgCSHQXcwQ0bGznXPzOGV3j3d5b05m9PdHqLKFRJMGz+1zeP76iG6+pkw07emMpewhUVzd8pyeVSg8o8GQSR4wWcaWlqjE42XDn3nqRegaTir43ukxZ5XgCAFlybSnWVmPd4JVaymylKA875sO+NjlHqdLi5SC61en3DtZMckjX79/zsoBHj6ytUfMW5oqkGc9SDyu9dy4NGXVztne79OuapKqx9p0tO2a7e0tPv+NB6BbGi/Qa8OibLhDxxWTMm9qtPN87juv8tzuAYcPv8tg/BQ3T97Y8D4/4xM/+Rf40tfuEM2E1XJFb6uHb2+BB2l2OWkPuTJ8idPV26RcpfJvbDKMujVZso2LC1JT0HRrijSj6lp20qdZutukOnmX99Y31NZjW0coRijvca56l3ed9HB+TeYqVC9HB1i1ELEIZXCuRQhFkJHuH//qe5L3/+xvfiV+7ugOvuooyxZUwiADqVNCCNiwqe/DQcbpcUN/KN/lve08RSZoRcRYSZImzFYlO7tD1rVDtpbOerwMSBRFP2O5rFF4dJ4wyRNGiaZfZCjjqZXjE3s3wDasnOKsWnLzaI0lUtUt+5Oci3XzmPcVRTYiKM+Hrwx5YpixqiJSCi7vDjheNmTa8WDecFRtaulLk21i3lGXgV6eQ+KxTeD6tGBhSy5d2vDu1gWNbunsmnF/wNt3G5qkJtqIXRvOV0seuIqdvGDtGkQVeOXwlP3RmPLinJArqqYhRsFyXfHE1cscHq1ASZxtEblGeAEeBI7KdvSzgrZrkULhbE1EEaNHy02zglKbVAgh8EDPpNS2IhHqXd490AWH7zwx0SjvsSL+Ie94gggoPCSb+t5aQYib97XBIuNGeHz+D/7LH44G52t/6V+KnRE0bYcqFP8feW8Wq+163nf97ukZ3mHN65v2aHtv24mH2I2dxoFGSUgTlCKgEk0KFVKRCOIMARUFhOCkQhzBSUUbUCki0JIUCM7YRGmaOHHsJB637W1vx3v85m/N7/Q8zz1cFwfP8tr5YpKggtuw/Ry9WtJ6tbTe33vd130N///ZRebmzLIhEEKgUlif9sxacJo53RRqYzioEpsCqSiCjut/1tEGQ5MhzBwHM8feLBJ2E4N46hSQdWRISs6ClpqUCvgle1u7GO84edRxerbhbW+7wZ0HC6ysaKuGFx/Bjiu87ZYhiWNr9xQ2u3gKi75hopFQ1yBC9gbZ6qlCA02F3NjBPjxn+ZVXSEcds9mM6uCAYb2mzsK6tXg5o94JlGuKuwhQLMMbx5TFQLe1y87zz+KCI16ccPeVNc10ziQLwoSpGuy0xzeezlX45PnMFxfsbO1z86ZhWHUQK9otw2Z1ztl6g6DEWDGZRho7ZTZNONsQpAPJLDYD3hps2KFpPZt1Tx8Tk2ZC31lOhoFJ0zIMA8s+s9CaFEcju2gMToVUlOwELWOS0w2e3mQsSrlcWUQ6jK0pTklDpjKK4vjx3/vyWzLg/8jf/LgqmcUi0e5Z7rx6xDPvuEFKXPF+dn9gfujRLFycdJhKePdO4O5FueL94rRDrePgoGaeV8yu7/L8FH7kuV0mYY6LBa2hG1Z86s6Si85BsMRuQXCOP/+uGxjv+JXPn/Op2/f4j37oO/hfPv81JAq39qb8zz//MZ55x/v4F965SxLHu6/D8VpovOPhYJjHgWYWQISUDdd2LW8/3KGyE555Zo/X3zjl7/3mF3nt/hlvv7XNM7fmnK8GzLIm7Q3klXD9oOHZwwNW6wsoll964SXKomdv7xY/9n3vxAXH62+s+Fu/9rO877nvYrvxmFLR2MCsFerGscyZKJ6f+Og/4s9++Lt4/40JjzYj79e25jw8ecCvv/AJBCUwo/gVH3nn97BTK9PpBGsSF51w741X8NZw4+AdbB3UnD9a88bRA569/hQbTfzOiy/w/vd8gC+9+AJ3l6cc9z1pKEyb6RXvq76jAnobsCaR+4JaRURx/TMAiHuF4hvEeZz047wejuFX/85bkvcf+E/+V0UyZ31hPoOHywU3dncpA/hL3o9PEtu7FlU4O+0wE+W6n7AauiveuzzG963K4J1nPq15+tY2H7w5ZeLmlC5hGkhlw4OVkjql1Jbz83O8gfc9fYjxjhe+uuSF26/zl//cB/nlL71MHjJP3NjiY7/3GrPZlD/3zmskcTxxvSH3gqkCD1Yb9ryhbhqQMZ41TWF3UjNzE7b3Ki7OIr/w+Zd5dNFzcz/w3BMHPDxaMNU5F9US7ZWb1+dstVvkvAGxfOKVVyiLnqbZ5Qc++BQuOE4eRT76xRe5tXfI1sTiSk1lPTtTTzsJJEkY4H/8tc/x9mvX+dBzO9w53UCsONjf4vV7d3j50QWCgilUVcON6ZSDecNs3oKJrJNy794R3hoOJ9c5uF7x6P6Gu+sVT813OYrn3D1dsbe/xcXpisVmQyoFyRlv/ZvxXQSXFHEZrKFk0JIQDNaO85qlL5jKo4BKjzWgOI5/9lvEquETf+XD6otHrCPpQBuEEmEeOkII2KplWntcUzFxkWZ6AJyjAnG9xpCp/ZRONqwW0Hfjjv/OpGXaLmmbDioQ67FhAmWAyo2aAD5AbqA7A10gzYA4j29nkBWcQL1FOQfXzihxg9vdAmOgW8H5BqyQ1kL49uugczanD3EPH1I//S6YbWCZYfEIhhm6WbNcXlCZQJk9weTkPt16n0Y7ulSo8iNCDvDt++CukdfH+OtbxFTj04pcOuxQsLXF9hWqLca1LE/Omewc4Fp4+bXXOT+2BL+ime4x9Yajo2M+8N7rZL3AhwNee7Vna+r52kJpS+Q41IRSkS1kxsqPKDQEEj1WR7GmylskFypADHQy+opkFfYngVnZcH85sMHQVhM0dWzXMyRvOKdGxbKRQp8d6zyKsmtWsgqZgjceTKYR5d/51FfekgH/B//Lf6jGhHH4OvXc2jXcvyvsTdc8sV8h1Q5PzQrEKR/a9rzzmcAyz1CB33jlHk/XjidvzHnj0YoXTxIPBqHEU663Dbut5e3zCVQQbMXN2TZHZcFhNQFb0VQFcsPt9Tldv+DadosYZbtqr3hvmxndZmA6mbEeNjx3eADG8Prpis2yByvcW3f84HufRavAl1+9zxsPjvnh978TE4TXTns262MYZjzanPK7r9+nMoG3XbvBnQePKNpQE3mwUs5P7xNy4C98/zvZ2Z7yhbuP+NA7rhFTzYOjY0zwPFyf88R0m4ergdQr7791yK9/7S7f94FDiBP+5se/zO9++jfRfMx3fue/zLUm8Euf/Dn++o/+JbJkPnB4yE9++g43ZnP+wadfZsIJZ/Xz6KhKQO7WV7xP5g3Dco1tZshqRTWfMDz4HLNbH6CkQrfukaKki9d49n0fwZ1+kS/d/X3I0NYHrOWUZ57+83QPP0mn11GxPMrH2CwMKQNgtMMgaMkYP1rOOCnEf/Q/vCV5/+5/7+9oZcb4PqSBaVszrDNhKuxutTR+xhMHMDO7HHrHrWvnLNItVODB+TkNlu3dirOLxOtnHaeLnmVe8OTOnMPtwE6YQQArym49ZeU2zLQCWzEJCXLDo7JmSJHaFxTDXlO/yXs9ZdgMTJqGTYrsty0YwzoVLlYZjHCWI+87nKNNze3jJcdnCz546wDjMkvxXKzPIc5Y5gVfuPuIygSePLjBxfKMvregA8e9MqwXhBz4yAdvUU9q7i87ntytialm2KwpzrCSgR1bsSoWG4X9Scvn7h3x7menNGzx9z72We6eXuA0cu3aPvNqwku3X+Pf+hf/LF2MPD2Z8Pc/9xrP7V/nky+9DiETkxvbdBaKDG/G9yqQYo8xDZp6QlVRUsRVFpsNfc6jx1cHO7tTxGVOT04gCn66RcwbdmfbdF1EGVCxrLVgkzCkcRMLFZxkks0EDQxW8AInP/ct0qL66L/2A+q8weXMpPVEUYSOdecZjLA3d+zPHdcbw+lijSQ4LRVFM0Ey7/q2m2xvCdg1laswRnHNFlSKagZbYUTABlAF46+2dVQDSXR0nlWFkrHFjK+tofIB65VgImV9ji0DGgsGxZjCoAOVLZjVEvyE3CX89DqwBitQBBCWZaAuhWpSUaoV7ulrMBzBF06Qao41N8AUtBRMtw02QtyHKrIuK6rOE77jSTg6ZfPyG1SuZ3PYsnWwz+3PHBOqKdf3A7IZsLMNd16a89TzNVSQHylfejhwFFusDkhwpGyxptCVghQzbkJZqItwnvM4Y+A9tgxIufRRcQZHYOYyBxiMtcQw2gdcXCzYqmc8XC5orUXUcDb0eJQqBLoUcbYilcxgHF4DSZUikYRH1OAsJB37tpoL/+kLb80ZnPf++z+j890JQ8nM5i2lcwgd58cLBiNcv3HIs4d7vDskXkoLJMHdM654/w8+8BTvfXIf7Jqnd/YxRjkf5Ir3w70px6cDB4dmTN59AnFABg3kP4b34AP40ST24RsrDmct91bpivflZqAKjq5b01SW1dpxsLVNr4/zvu4ixXimoSYXx7e9v2H5WuHnv/RV3nVzZzyUTKFLgewKtUCeO0rnOXp4ws50yoc+cMC91+GnvvBZ9iqY7zZ89zPP8Lf/8Uu4qvCj73o7v3vviGcOWj76whF/9bufprYVv/bVE371929zJzYsLyJ7O1O6fkk+y1e8F8140+JTz+nmFLGGMNuhrE+QErjojnDOsD1/B60Rtncn2Mpim1Ej66UvfpLn3v4hvvrSx7GmRtQQ0/3R+dlUmDigdYVqHlu+8RY+PIKhR+xk5D0fUMJtxLXooMjH35peVO/5d39CG2vonGE2qUlrj9AxxI7BCFuTHZ5ot3nP2/b5/N3bSIazVbzi/V//8HdwsD0Bu+Z6PR3je1Vd8e5kvLy2rImlpXLxnyi+rzqwaliru+L9vC/MK8OiG5gEWHSBw0nLYIbHeD9ZR5yvmIYKKZ6bT/eYk4bPPjyhrRyHVQumsM41ORRcFPqpIZSG1dmCOlS8/4blZDXj4/deoXaWZu557/4e/9Nvv8LutucjN27xcNMzn1t+9QsP+Jf+zFM48dw97/iHn/8aF/1ALIZWHdF22GiveHcuI6XF28gmDog1uGDRnC7je75c8vE4b9iqakwwiBW89ZycnrAz2eb07Bjrwsh7XAAGfINuIqZxaIkUY4FAVQqZiJjxPLAGpChGPNlkVr/0LSL098KPf49atSiFNl+Qpze4//CcvS3HxFecr9a0dUBtQ3AdtTcU52htZNpOqCcDzY4n+4APNWINxhiMc6NuUlFExlZWnyxZoRfLEBXvLv/HllFFE49l4FpTaGKBTUFzBtdzsV4xm0/p15FZM6ffCtStxeysIWbIhiSnhO2W7qglhAEvLcxaSndGXJxR06PP7+Dec0C59hA3eIiBsj3H1WdQhLhoCf9nwXxtAs4xpEwGijpKtgxGMNnSIagYRAM5Z1QsWWVs16kb1/mAkpWcEhjD1HtUhWdmGw5vCiULjx5ZbFGOF0tuHexz+/cfcuR2qZuGdZc5omBEmUqgSwnjPF2Gkg02WEopeGOpq4zTBqujYVtwnpAFZxIpVHgrTNRhvGVjFWfH35UCyRiKODaaKcaSC/z4r781vaj+yn//j6943+4H7GHFb/3Ogvd/24x9CXz+7opbT1SobZi6TO0NQYTdUDOx8APv3GFr0uBD4Klp+0fy/uD0jGUJvHpx9Cfy/p3X9qhNw5Eu0ZypVfjZl+/zF56/wS+/fMIPPnfAlniqnTlPbCuvn0achYuVsnfdcX7UURmDCzXPHLa8ev+Ch3GJdIb33LzOzvOFI/ZwMvK+19zhlBuAEEtL/8Uvc7HowTk+deecLrtxdbqLrNseky2rbOhcRRXh1DzO+3l0xJTHbZteuDhegzE8sS+oCh86mPJ977pGycJvvXJKSYlf/sKv86Pf+yP8xE/9XRZuxrWb38vJo9/jbLPBiFKHA7rNfdQHSgGbr+PrNSlNUHNMPakJ+Sl68wYmrfH1AUFOMQTw2/iwYdtUYG4wDCf4nedYnn0RavBcp4jjQu6hfcD4xObn/+u3JO8//J//9BXvBsNs3/Pil4+5uT/jRjXnlZNHbG81qG1oWzvyXmA6n3Jr4ri223AwbXDOsIX5o+N76rg/BDpZ/Ym8P9G2bLuGR35Ac8alzNcuLnjb7ha3LzqePphRd8LW3pyZXbNkimphtTZs7Spn5wMz7/HOMm1gsVFub5a4XPHu/RmH7zrhtH33VXyfPfkZVvH9V/F99YUvc7LowDkerDISlaIOYs89N/I+LCKd91SD5TytUP0D8V0KKScESL3SxTG+z2YNqsJzB7t8z3P7lCz89u8/xBjHC3df5/vf9xy/8IkXULXMmxmLfk3XJ4wovvKkOKDeo6mgKgQzWiRZCYSqILaBPMpNexfQyzPIe4NaQ21qrDdor1Bb8iAkn7EUijiyDlAsUHj40//Ft0aCc/bf/qtaNVOO1xGGbtS/8YbKM2badY1xMKSECx5vxw0dZzK1s3iT8UawTjGM2haIjtUaMqoFY2XsnWbFFIsWT58gRksUSxZQLaQMoRmdblXcOPmdC945nB8dx723GNHxIM9KpQWsUFKhUBGsIHmgqFK3FjSDXyGVwd6oIJ0h84jNM1gppDAmSKsahgryAEMDuaACRgJFhchlO0iEKAa1nlQMmoVeRid2NZaUBbn0kCqXrR+VgFFDMRnJYK2nCGgeUEZV0KrAU9fgztESrzXNbIv1qmOdldlkmx3dcLxYYL2npJ5Vcew0c4JN3FtH9pqWbhiHphXLQipyzlAFKuPoS0K8JaREwjM1OsrbI0ixeOcIRhh03Mr6i7/yubdkwL/3ua/qjSf3+OrrS754ev4NvL93bwvj4NPnK75jZ/oY7zcO9nh40eGNcLi3/Y28Fx7j/d4wXPE+rNbEaHn5/IRPdvaK949sj3+XiuPTnb7Ju4G//OS1K95N5WC9ooQGrNCZgePzgWt70yve564CzWPiWhluVTdZ2WN6Kg6sY5UyBGG5sGTbwVBxlBeP8X5nsxh5Lxkpjk12RDFEtyIVw6pUj/EeS2QwAVeEosK9o4SvPeIsaZVxQa94X50sr3i3/Rnf++Gn+cWP/SJeaz7w4R/iq196hfXJXW588Pt52m343c/+CsUEKD3nyxXPP/XPE2zis7c/ybfd+uc4uniJ9fKcXAc2ukPKGypg3j7DxfpVrJ1iygKVOaH11GGboX+Dwc3ZCQe4/ozUbGFw3PkHf+0tyftP/cwndH9e8+q5cFriN/C+5zzGwX0VDo15jPetqsEEO8b3UH8D7183nP067xvHFe8Xi5H3ddlwUtwV7wJdIWAAACAASURBVAfteP6pOBaFK96b1nHNtFe8t42jX66o2hlY4YKBIULb+Cve9/3IexIZeXeHrNw5xrZMNbPKoCax6SviJe8rt4GhvuJ9UyJFhWQKUhyLdSSKIYWOVAzDqjzG+3q1Ah/IceS9T8PVpt6QDZR0xXtMb8Z3o5bveNsun3rjLl5rntze5f7ZBUOXONjbJVTKnUcPcH5C6lcMpbA73xvj+8WCvdkuXdxQYgGn4/ZWyljTECoYeqEKmRINzsjlGAiYZMhOCdYRYmCoRiWvN37yr39rJDirj/5VFdNQ8oZSCil1OOeomzAevN6DvRSNk4Jk0JJxpWA1j/MwjAaR+ABFUFOB7bD5cuupFHKXkRJJm4SkMfGxvsFbIcaMKY6sSo4REcGZQBAoFDyCxWBkFD2yrlDbQu0MdqfD+ARToAdZtZhoMGEJPqBplLk2jCJKmIz6Ak2BZsD4AGSYrgGPJINdNrCqoDPQBxhAE+PGhRGMVwxmvBWVGs2gZIY0auuIBnrG3EqtwXtLMEoukdXSkDUQk6XYTB4M9WyLk9UFSI04RWLPYvBgHC5EvJvg6LHa4q1hddExmYA4T9X3GDuFasCpjnLdKqSobIpgRBmMwVvLUDKtC8ToUS8MBQKZ2lfEIdNUY7ulT8K//cm35gyOrgcVU1NyRymF+xcPODjYZ2L8qPJ5yTuq8Id416pc8W5wV7xzyTt5TJaLF3KXuX2yZtMLkjL/x/1jvmvL87adfWLM3Dk75ZO9IcdI5StSKle8z6qK2KUr3r/zekNtCzf2t9jyFpFMtT2BHta5w0SDSH6M9xwuDVNNxqugOmNexSveoxi+znuyCVM6UoajXv5E3t9YnfBks82Xz07obEQ0UKIdxcWsoXaeYJTV0HO8FvBw1gmLLpIHw/6tXV740lfw7gbilHjv05x1esV72H0vYfX7cPB+vDUc3/ltDuwMcR5hQXP4EUw8uuI9hZbu0Zc536xxjZL6BKahyIYtu0d2+6gXNssTjF2yNXs7p90R0zay6oScF/S//NacwfnNj7/0WHy/x5pJ1XKI+RPj+6rmivd95Rt4NzmQYuYsGHKXSQYerUbez+3ADGjdhBgzOXeciCXHyKo45pYr3qM6dit7xbtpA7UtTNuavTCuQZs6QA+9GTDRkLX8Id7fjO9eC0bnTP2b8X1UCh55X9kBLRtSNqzU/gHe7SXvYGBMTkrFKq2ZmJqjtKTTkfd+nTnbRNQaDiYNwSinXeT4omdwSj8M5KzkwXA4n/Dq2REhB8QppduwGeSKd9NMsEmwVY23hovFOXPbIs6TdKCpa1CueDemp0uZuBEkJEwCNTUiHY1piaagXrBDoailah1DzNjKUfqOXBJHP/MtMoOz/pkfU2tqrE84OoyCtaMgHc4xljFq8BF1EaNuzN5VL8uUZjwMcoI8Idk1ZTmQUqJbO3KXyBKwDBi1VNbgq0CwYKzDVwUY1wyDzwwXGVMEnOJCYBgslEyWAY8BMTgMRiPWjIOikjKW8dYLYBHQjIofz6qQMEbAe2SyHr9ZwSAefMkgY9UIBWQYq0e2oPM1plVYtsijFrkIuFjIzAkaQRxZAB0tLLJ6KidYl7C+QxhvR7YEKKNOgaaKZYQsShosXa5ISekLODwbuyISmDvPapOwGJQlz85vcB4TIQhHm4Gj84ouC8FGBjvDpAF1HieR/dpw2mccLcXI+PW2hcoa+qhMjeWsJEox5FJYl7E6NRhBvcUZy3/8qRffkgGf5bmOPCfoK6gvLhOab+Sd1I56SHpZofnDvPsEcZxpSCnxlYdrXn14jyyBzwyJD1fwjp1rV7xXwNMHW4DwYLHgxv6M147iY7zHRQclczZwxfu5WbG3XdOkmt6seONohcXxzG4DjLw/7Axx0/H0XkMp9RXvLmzQPIdgmFpDp+kx3lOOeCwZYUcdplUWJbPJiZPjTI4JdDRNRByvbk5AHWINm64wrYWqNuwZf8X71Ae6zcj7mQzcj5HNhYBYTkU47xInC2FrWnH/9kssm5vc2G65e/cuFsNy8xn+4vf+Je6eJXZay2+/+DKv33vAuj9iYpSshwx6RGi2if0Fu9PA+arHh12KEbzx2NThm202m2Pm4ZBlfEABXCxEBJcCZlrI2WJ8Tf7Vt6ZVw2/95ueu4nu1DpTJ4o+M765v/tj4nuuMdo5HVSSlxN3O0G3OyBJYamYHZermV7zveUaFfATjhVB5zjb2Md4X5yPva/FXvMc2EQJs5ZoFK5abgsWxVY1np0XYUCF9Yl4rhnbk3XlcWGPyFgRDCwzm8fgumkebD6e0ZeS9k8R5n+hXiqrFlkwVPIjloqxBHWtjMCXRWtDW0WZ7xXuLMMRx1qV3iduLJf2iMAyZUykMw4auc/jKsNp0wEDT7rBaXGAxbGTNdz33PHfOltR1zYNHD7lYbhhyJiTF+kBPGtXXszJtKzabDm9rihEcoMXhGiXGQms8Q96Q1EAUiowDx8YVMhavlrNf/BZZE7/7n32PZhEkF2o3DkNa6ymaSVITySS5bC25TGMMooVsR90QYxyoRVCMOqSAmIihQmUAazDOjt4YNlOFQGM2bAVDx1gOLZeJiEMJTrBO8FxWaggYhDCpKTEydJHKefxkCn0HOLAD+FFAULLFugLOAxnFIHbAeU9pl7jDgXyYcbbHOEPuPP5hDZsAMkDXkMXhfR4TszTq/pilH7tuOoqEET1DadE0UEQJdRkHHn3ESzW6gZex/ZZU6YeadRr7t64EeiNo8vSMrt7GNeNAXjKot6M5WuHydUFE2LYVPhjWFlxfMD5R+shZgUJLQ0ELDFkxzmKtRQsU56iSsrCj87oI9JJxzmHU4jMMrmcwAZMNzhb+w0+/NSs4f+OnP/EY785E1FRXvB/33WO8X2srzrv+Md4Hqsd4D2yIZkJV1mAN0VdIgsb0VCGwXWduNMJK62/gvfGZd89HKbHOWd6xM8cgTP2UEiNfPjnl7fszJn6bKEvAITH8sbz3FLaMoRPHdhNofXiM9zzAgh5koKT6Md5Le4Gh4uHxClWotSJK4rx0rAcHCivp2ao9wVQcmpYqeD5z8ZBuOfKOV85i5NUToX90h9nBPndOliPvF69d8d7n+BjvnSzxbpuhnFMS7NZb+GAY1BH7DcYnhnhGHw0a5tQ5kzRhsiKhwVqLlIS4hiADwoSct7DuCGKEJmDUogmyWWH8FDM4oCN+7K1Zwflrf+tXH+NdK4PLesX76Wb1GO8H05bFev0Y76Muzpu8F5uwGhCNYM3omZQAV6hCYNJars8tfeQbePetY7e1eJTkPXvBYxB2w8j7G13HbuPYCdujMjAOm+s3eS8Wax/nfS3CrlOyqdgPgab2j/G+6Ayd6cbLa348vq/9ORhP3415nE9KcZbBDuTO0AkshiU7s5baN7Qd1JXnjXjK8bGQBQYd6HPm4SKR+sIkFBYpo8mT0+aKd5XhMd6LZsRWlz9XmnaCD4aYFR0E4xNdHihDwjmPy5bsC9orzo+FiIKieCyCJohBsAVEI96M8b0USzEDBoMYwCjnP/dffVN499+MN/1/89zajqPErgPqDsWgIhydKsv1kn6YjtUVVxBVjLVIdsQcCQLJCqqJYCy1cbS14oyM9vHOsYqREg3ZgarAUMjOsRgA2+OspTKFYB1FNjjrMHb06sALlQekh02HAyaVBd2QVx3OjP1N1IIxqOuwoYEQ0SGOpUYv2HYgmUTAUlaCHSYIFjtRrBfKZI11Qtm0+BhxzsCqwdvCSHCNFoNGQYth00EuBrFxvB3YwvK8JQpEqUniyNkSL3u32TpSErIYYgZrzJhdl0IUR86KBoE8ronneJnU6DhDFKVgxHFqLUUGcvEMRIKZoIOnM+CowWW0QDYK/bgGvhFBiqJeqERIYjEFBhcQETrNiFUKFl8sIjJ+Cd6iz7/x3M4l70JlDMr4Wfxvr77O3eM1F3Ebi2Nmh5F3Y5DiiMUSSiTZ0d+oIbJVt7StMveF9247cHN+72zNpi+sS3yTd1vzYBgTcWfHmYZZgGUaME3gi+eJWgtPb02oJPFwU3B+1LF4bmsPYublszOcEW40FRgFYxhMom49gcQqj6X1ST/BtwN9KlQIq7LEVzXDosJOlFgPeJeZD8KZE4yMvCcP2MhwUdF6d8X7fRbcfphxU6Vf5/FGb5WFGE5Sz0oGzlYbchY2j+6xspZsR2+1fHaf03jBbDUjXrwBBaJAVy7QsIIMqYAxLbksUOcgjgqu1ELfZ+y6Q6xg6cl5il21ZKeY9ZPk2T1UKnxQKCPnWcBnJXoPaYMxGd0ouXHj++aCd4qoIQxcms3mf7ZQfhOf735yfsW7v+QdlE8cnXB894ihn2DxeC+P8b5cZ2ZBSFbo+8Ksgabdpq2UWWs5nM7BKfdOL1j2gairN3n3cx4eAzZd8l7YmnhWmw1N23IRE2YoTKctlVM26tiksaV6PUyhZG53a5yBHTduFVIMG81MGkcgchEV42E7NlRtJJVC0MKpdsxLIC9a7EQJPlImmWYQVk5wOvK+oEDo0PUUSx4HdqOwDIk37q6hVuKGS96Fk6M1q7xg1UcSmZyFoVcwa7K15GTQoRBLzzIEJMoV70UGNGTIUIriSiIOBucKaE+JgtTKsBZcHMbZyJSQqkZSJquCBa8JHcA6IQ9jfE8m4dSifjS+JhuUcWg6SkQQvNNLxe5LRe9vIm9/6hKcVzcQTIVoxFqwVgHFetjaVvbdYpR3Vo+nwrqIaMG7gLEgInj1Y4tLx2luhwF6sIldakra4HyFimCsB9cjAmIEa+2o1JgLqAGnEBpG+WELrgdbUJMx5XKgOAw4NyHmC9x+hW93obnATDKEBDrBmAwXCosL9DjiVg7ZWGz2KAYbDMYlKA02TdCS8MlBDphNhdqxXLqMha6fkXMkyqXabakpmlEspSjD5dZUyhViLEll3BhLhl6UDCQxl8rQoBqJ6jGZSz+oS2ltW43zM5rJOMg1mEjBUvBYlCyerAaY0GuixjJYQyaNnlN5rJgNZbS66FKksoE+J6IW1n2iV4erDDlnfNOA1LTOM0iiqJI1/TMk8pv7/N3XH1GSoQoWa3usBbBYZ3nyuuffnIdL3meXvGe8t4hAXYdL3s0l76OAVn0pmtiZwrdf36MfBmbBsykwcZZSIr0ziBGaYsbPycgl74a2quhiBCyVJN65O0WNslq7UedJhfdc2+aoX1BPtri23UCzIC33ITjQCfsmE5oTTo8j6/WKs8Fx7+wCkz3P34A+rpGlYp1jUsGLD5aY5NidFE6GeMX77eNMkcDZ0CFOWQ2B02V3xXt3/AbnWlMKrBcPR+5VWKtjSIJqpOR4xXsIkZPNJ1BG3gFMjpQCEqYEI2Q5w1iPXT6BVLcpWNwwARJRLGISUENM+AokV/j2NrkDjCGJQXPC5IgOp+R6H+keMJ4wEYqDyuBjRGY7ZL8NNCRzPi5SpOU/fRD/KT2/8fCEbetZiT7Ou4VbN2uerCZ/KL5n9MYUZ8D6b+TdWWi/zrsV3rndshwyM7/HRgwTazAUVkYRI8x0VOLdaAadjbyHcSMULBOEPTGoUbpUgxWyUd7R1JzmFTvNDvOZgWaBG25d8f6EyRR7n+4MzroVZ6lBhw6TPYt2QCUjG8Vah7MD62gxyWH8wCq9yfudo3PWG2ETOzorpNVoWPx13vtBEO0oBZIWjI7xPZWeksZ5Jcqb8d2EOKqhiMXk0SNKjFIKGCqcKfRkDEIijEsBKFYclg29CEQDWKSsCOIoHrwOdMViZUxCS1GcFDSmy9m0jJFCkoSKxVWGKgnWh9GiRx1qx/juyjePtz91Cc7HPuvYapWJdcRSjUNaVsgiOFeDRIwxZOGyzynomIyOfVoDVhWRS2Xcyw/PGIPK6NvktUWMXPZYB5ytxkP9cvhLtYBxGHEYCs4ppQSwgE6wkkZtGM04Mw7HSbIY22DZAV2B2UJLhRLRBNY3OBeAbRCLcwHVhHOXziLFUcWKi7MFp6WnzZHBQ+wTi5K5twlkkzlfdWTpiEYJxnI+jHYH4gKLLIjpuT7ZZiVKjudsuRZxhbVCIJA0M+REXVcMw4CgbLTQNnMqNWSN9MXSiFJXnotc8D7QD0uiWpy1bM136dZnWOMpvuLhcsmkbrDWQyoM1hCcJccenNK4hiFuKAJV25JlwATPztY+bAVk6AhVQ5BA7s8o1tJLAdewXBzj7J+uNur/l8/f/skXOHjuGtvzHc7vH1G7yRXvs+0D/vfF63+AdzdWxbKSL9upxozmdvL1vv4f4L3PPU3V4tVd8i4g+Y/gXVksvoKhUF9/P8PDL4CFvWc+xGoxamXko89TH74XYwzx/pcxtmfr+e9h9dXfHYflH+PdUV//AFBALO1Oy7Do2Nqbor83kD24orz6pd/gZPWIIIV46VGWSw+9JZsCF3cw2SI+YaTCFIf2S3R7G1ZLqAvMb2K0oMsTmNy6LCj1iNnGymL07XEB7c8ZUHABqq3xNkzE5FEbxdixEkw9Q4dTqvR5svew/3by8VfATaCdw+kDaGtodinn5xhq8rSFxTE4xUwP0MUjVIDdQ1g/wmztoO11fHmCnF/F1nOk3ET6FzHOjOaEZY6evQRvYd5//je/RL3VUOmUIa0x0V7xHpgj5vY/Me8SwBbz/5j3TRUwFHwVyDGDhSmBHkWsQXPEezce4D0Y21NPZqR1/3/Lu69qvs67qx2aCo0PWPUMJtNYz9HRQ9Zx9De0JpPKgORx6zabAmnAyOVmlzWQM2BJzuJUMPSI28bnTLGCwWFUMVYpxeNsAZNHnbecxzVyE3F2jmJwEsf2n2c841IB7xh0zbQ4Bgca5ti+x1gL3tP3G6oqYDGkAtjLnKcI4saGlCmZJGArh2MY21XTKZXMSEmonacEQ0kdzlhEC5aarl9hvom8/6mbwfmx7/5hzUPPVDPWCJZE44TjnHAUap0iItSkcYjVKIaKYi9LvblmKAOTMCYd2RUapmQHj7IwlIYhntPUu2i3YDqpePTwVdq6oWquUU/XrBeB6bwBB6KJUgr7TsgDKBXnDqrLjQ5JgvceXzLGFqoyYWV7dlygs+OW0KbPNAhBDd6MzsIZQ1sFpIz+Pd7CKg3sm5rWO85KIVvYuHF+tDeJmxJQN64lNlqxyGVcIBDlwgin2tIGj10sCNOWFZl82TIa98FrlMhMDUkz4j0PLo4p3YBVO5oWeqHxM7Zax5ASy64n+JqzxRm+cjR1hUZDMIXGG7RyiAZSyRy4KQ+X52ywzGqHt5BzYlq31PWEzXCKtRXHQ+KpUCNVTZI1q/WAxTEwkBQMnuvTLWIZN+j6nPjSvdfeko0q90P/jVal0GfBGMGFFdkux8+LgpVDRATsOZXZJroV7XDjMd6jXdDSIMlSmg152KF2ll4L1lYEuc3AM7hhhakC+eQX0PoaTfOdxPldzCpjw7NXvHt3guTtsZRNhQ8bNO0jRgjmlCIHGHeCsQXbHdA3p4R8SHCJRIUxx4jUBDW4XBPNhoyhMTPUrjClYUDw7hEi17FDRXIDtbd0Dip7TjSJWXeIOo+aBV2Z4aS74j25NaFcJzmPpttYblKqY9xwyCg2kLA0KBGLAXuMeE/ZvAynx+M2jrFY65H2KeysRroVrO9gJgfoo9vjamsbIJrRQsEHaKeM1Zs13t9Azl5GqKEtWFcjaYWb3YDmGiy+SqmmsFrDZA5hG/QEFidYHCJxXCTAY7fehugZOIeJG+Qzv/SW5H3rX/kb6ks/3v6N4FxikACMnlGWZmxbZEtdF1KpaIw+zjsDrR3je6kKRafURdmQMc5T9wuGsIPtV5i6piwfoK6mDnPSpIcYsK664r3SQjGX1gJUBFsol0lSXYRkPVYFYwtGAwOFYCq8HShag2TEjC0XJxB1jO+NC6PPmBqiB58yJXhcbklmtPHYOKiL0pvEVq5G3nWgsxVueDO+JwrOOIoL6KbHhIpiM7ZwyXvGUl/xbosg3pOHc0ijPYgYS+ULmZYQDIVCiZlgPZv1GlM5fOWu4rsEgxiHVYsR8KZCho5BhVB7nBqKRlwVMDSQNyTnkRLHYoTzGB3QYYzvxeSr+F77hqQR5xy2ZNa/8d99a8zg3DtekC1MmobKWjaxhwwXrsZpoTGKE2FjdphKha8KmhNEg9uaEIaBTb9mt52xPjvlya0tHlQDw2bAusABmbNhwaPVfdIQOeh32TRbXMTC3lSIp4n9uaXaRL5Sep4ta7YmU04Xmd4alBWxT/i2IQDP7uxSMnwtReppTb88ow8B2Z7QLHsWyzPUwSQ0hFDI/cDTezPWqxWnJ5ZpCBwbyyR4ptbzhZSo7EDqNgxuRiDRTG6wQik+I9ITsyVrj1VLWfejZT2ZxfouF2HGOq3IybMbWmxvmUwqus2K3e0dOoFQNRg3Do/e3HuCfthAyVwMS7bbawxaWHRLQjthd74HqeNw/xo59lSaWTpDa1s2PpC7xCRUEJRVimxtHXCtaVisljgbMGSyWDZaCFtbGAzzauDCO5wYirRUhwFwVHZcX5fiGPJAMQ5xMFX7J2Hz/9vHrntSeEQIT5KkQmVB1d8iNUc4LWTtcKww5TmS8QS3TzYZIxeU9jo5ZiS/Tg7XiOcv4rb/DNIc0UlP0EDOc/ruAXb4nVGHqH4WO3sWpEebU1j0aNOiw4rs7sPmhDK/ie1eReoWW1aUswe43bcjMZLMt+P/L/LeJVa7NLvv+q3ntvd+L+f23aq+qmpXd1fb7bgtOZax0xKOZTuJBM4IiQEZMIqQQALJCCQkJCZMGEWKEDBngjJAICQmQBQHRY5J3Lah4/alu8td1VXfV9/tXN7b3vu5rMVgn5QRE0Ytm+o9PzrvOfq/az/PWv/1+3dKYyboE6b6Iega9ZGS75D8PcwvPpY5zYQ8IqsnuPKGdspoOKMEDwScOor8EFYJbl/ShsulFRu/ThBjig3zL2hZ6cMbpiZIOS16L5X57v9Ahie4/XPaZgPTBc1+gFtt0N1n2PlPktxMs/eJ8SljNdzqIXQfL96++VNI7+IEmJ4jw2Pi5m+ReYZb/QK0meA+JSdHzO+jfUBOebmpRyO3gj/7BhoT4XTAYkesheo8lIo9eB+PoGHE+4AYFPcZ6dE3ySEgyOd6lzLhCNRO6L7AetfjHcVDcolZIi43OiuY83iD2QoRpfmOkgdCamRV/GS0TaLUtqyYh55pOhLaQIsTx5bpzFGaMdaKzx8zWiaUC3zX3fPHGuwb0qfFm8NxgQ+7xRJgviDMlLaMgTMR11/hQ6GNM94FTseMRLAYqPME9XrROz1ZwJdC6LfUdqSOI+YjM7Z0H11irhOiM4yF4AOIocMFqUamYEtQdDHW/sg+BeKcP6/vk4509IjOjCb0uqI6JYYE8wid0jkoriPEjgNClAfQTbhqmJ2QcEHXFNWJ4CLhbE0tlWF1AW2iU5g7t8TkOMFKJUmEaMxaCN2a1q3w8w4k4q2h914aWfUEhFZmnAs4oGokrM+o4vAm9Pd6NzLRtmgw0o9Q73/pOji/8XO/alPJbENHsiNVHS51fDad+PTVC/p+hZfEabzlydklTgL7/Ru+/vgp1+OBz16/4dd+8mvcqHDX9lx0jsNdoLVG7gKuTzyUiUQim2dumbU4WinMFhhcxofAXJSSD6zTFo2OS9f4tIy8fHHLEAacZLbrnru7O862W94cJkLXM6Ksu46aC7d1JlfHKm354MEl9XjDn05K0UIXOmK+ZSWOx6lD2pG9ZPow8Fqv+JocOXnjcFBeyMyT80egwpvqYbzmfHvGbDM/67ccUuB0OhC6xHU+8Pqo3LVKX+B8vfwNQ+woBsEiwRyvQs8mDNzWicEvxOeQGx9XwQdd2vY2EtOKUmbEArNORBdBF1ZJJ8I8ZtZDYmTmkhXqYMwGVghOUITBB6IXUuiIzlPLkRAHOqdQG0fxpFqYdUGoSxc51hmAepwI5xv+0R/8wy/kjVZ+7e9ZahlzHc0/R9XheUyT5/D8/0Iun2DaIXcfI49/cunm3H6PeP5rFPkYnv0LVu/8bYo4rHtG1Qe4yZGakbuApgA1k0hL61sWiqi6A50NFHfE2ZrMCOUlkS+h0ZEolPCC+uwP8enLNF7D5i3C7Xeo519B7j5BhvfReIL+EplnbPoU6JH0mC5+jawfo25E8gHSQ+zwIeiA67dYfr3oa3iA6c9g7WMszrjiqfljuPw5UKFvV9T527jV26js8O2De+P6bmm7px9SDwfQCTdnNO5x/dtovACDSKK0NRLOMRzJVar1qBO6Viks0E6n0OqJ1K3IedF7cZ/i9S1QoaXPiO0hhc9w7W2s+xQ/vYs6CApZPv1c7669jUS/jFVQXMuEOFBsphNHNo9oWTaozNCQ8LronWnGzlbU/+U3v5B6X/3Gf2ahzYjraZap6gghovWAnW5woaNZwrU9Lm0wIrntGNIjZp1ohzsuH3+JYobZgSIByUYqi96tC0hpi949aCtYCzRXSaJUwEkgq8I8EsMKjY4uNHI5Me1GkiWar7iY8Hoghw1unhEXMaloSvhSabb4XYL0dNsL8nhCOd1DZQNNR6iBkDpMJ9TNROlRiwvHKRiSK8UqrltGpkkamkd8XJAaPq7BHCXf+0Y5MJ8MJxmvDg0Zl9YLf8lgMCHjkRDARVIbqX61xI9opc1tqe8GhYnB9YxWEAv3hzwHKogo4pRSG97FZbtTB9SBb23hwd3rHQtLlAM9VYRYR0IcaChBGkX9Ava51zs+ITotgpgmZLVi/z//5z8ea+K//tWfs+ne/VdrxeqRMz+AJHwwjrlwHmCa2xIBsOoZDbapMZdlVc2Vhjqh95BmZUyGNWXTd3yy2+PF8SCeLQL0gWRC6DxlPLGKA6/yiQtnzOo51sy76w0r75l1ZthsOR737OZlDNObY6+ZrYPmBW0jbw1voWIc5xFNHW/GhYlwOJ6YujV9TOxbphah1R0+dVQTpmNB62NXDQAAIABJREFUJXO2fogkR3Id5TijfaSWmeYaKzo6Bu5cxjRTmnLuBtRVTBudNTQlQq3cWKAGw88zEiNqka6eMHGcTjtqf0ZnmRRWRBWuQ2U91mWerSdOluiHuIy2zJilYupBM96UKB1FGkHBBVAZljVMK1jJHMkE15H+JVFXhCl6YlHQjPaRqVSCwKrKYhDtIrlMpNAh2haSd5758NmffCELvv/lv2sqy3fQ50Ibf4BfvQuSaKGDeQc+EKa75X+7fRtswkukaUGcw8YJSYlIXJAJviwHjuEB3P3JMorZfB0dnxPDFWaZ2m2Q/SeweoSNz0k4qkS03OI3X0K7iC8TdfUAN77Bz9BSwFqPuROOhTwtdiKWX0DFYPg+VTYw25Jjddhj/ZdwPqHuJTZf0PSPkG69aOpwA5Lx6a/ig8d8gFOhxICTT1DXcPldkuuxUJn5BGeC5HcIXmlUTBUXAugCKtMOWvuIqO+CS6h+Atpo0yvo3wJ3wtkaV55QhxeQp2XzcTxiLkHf4XlvOXjEF7j5MeqfgymuPUXjS5yCuoZ37y8H8jrTwguQPd51tNrd36g7JFViUXLOkNYgp2WmcHQIFVlHdDzi+hV61Huf3xH7nf/uC6n3za//R2YsLzcxRds99E4SLdhiksUTtSx6T4lmEKPRZu5X7w2HESKoKfV+JFNDRPMJL44gPY1KFAd4shNcy4jvoEzLJo8KzQohre9XmzM1bnF1jy/QksfUYZZxOJoXnE0E9wQVw7UTWXqk5MVrPGe0E7wbMF1wHcUKybkFaVYbKpkQzvHBIRbRXCgxEmyp71I7eu2oXaZaXdbE6Qm+0miYNtzibMdw4JXWFO8Ep2H5/zmj1BFYYb4QXb/AB33Dl3a/mZZpFqEHL0suo2L3YOiGt/uiznKAn5MRLS0HFAoZJcqMdx1jFVwVNDS65Ba9V2P2QnCFINCmhLeGDDBnpYuCVqE5cKUw/uP/5sdjRHVqJ6ouW8VBK+ed41QmxDXC1GhS+WxuzBI4kw5K4Tw4hup4kCIrp/iuY7TMuus5tB3aVhQPXVzz3nZLH5UPb17yg9yYTsZmfU6kZ5MeYD7jpy376ChhpnPw4WQ83ibG1nN7k8EPHM1zVXqONaPaMcWANaOGFdu5Z19HzsoVd6/v6M82UI54a3TTkafBeK/b8uQs86B4uvWASaPjCPEd3oknmjY2YcdHr274xF3wZan0Q2QlN1xszvn05iUrW/F8zPzZOPBKAykEXlG4mwopBWq95frNjtxtGSflgYOnEvmlq4DfNF6MNzwcOpATzRpxgk/PlHf8IjzNe7yBuZ5qirfKyQtRoMRAzQc6BC+eWgvNrun7yKk6Qsq06qiyrDe7qJgmWnXklS2xETovrvqmtL4hzuFwuGBMrtJhFC347gvcsq9HxApmjjbfQTqnza8RtxCrfdvRtFHDBuIGP73EuQc0XwnhjOobctHTVZhiRzi8InBFXQH+Ef78DPUdevPbUCrl9BoefomQDN3+CnTPcf4SRbEwI/Pb+Koo59RY8McdGgZadNC+jMSPMd0sOTTOsHAGIVD5BJmuIF+T+g8o7UMs3CIl09y7xPEJkiriNqx4n9zvMDmwGn6RxxfnNIXzq5Hv/PE/Bn9JrCOb9VM83+Pr3/jX+f1//t/zIF7wetrh5A6tHRIX/k615bYKn2HPPoKzpxRegirBXeHCgI8J1WucbaFc0eIn9DsoZzNxHmjDCi97vI3kokg34mul8gYnYC7i+ROqwWCeaZxo9hofe5xEmo34yeHDiNgJOsWbo+6U3BdcVJhvkbrCOUVlRJxDyoBaQKsndY5ajnif/r9k8//bJzMSDaou5pEgyyFDBKiVgJG1LR3JEIjWCOZoJZKCo5nDD55OR0a/IYw7Ip7iwaU1yQY0GfV0S6YyHY2uG0jrQHVbvGuYrjAvmFN87XEVaoxkc4SyX172EtDi8VRUPSaLmbeEiJOJuWRi65F5T1gFmjVaqEvnOyaSOydulDQ31quebAsEdr09ow9pWbjoKy9efEpSI8Y1fdfhUB5dXvHJ80+J4ZLb6UDI8xJQGSJiem+I9iBH2ukEvqOoYt7R0RHShhD9QiNPG4yAxsZ6CtQuE1ykuYQrBW9Q8EtoqVVKaEAA55FSac7RRUPbcnGNbjFN4xTXHMIydnLJ8BJoVah4vG8MZkgdcFZxURHnEQJRlCbQRaO2hu/6H5ne/tJ1cH7jp79pXho3PjBMlZIcKycoDuqe99OWOxTvPVvX01qhOhhaI3dxueGVzKe2xLAPDi7ShmOeaN7YTRNdHxnnmZUk1HlaGGh55iI5XBmxrmdjEyFsGOsJ1yKTnRjFce635GmPhsCFjxy9w8pMaI2SekoemXwk6Irq9zjpWFnh0ByxCi7MS35UbdSwxE8cy5KovdcTTQtng2enK5ouLIaNbDmME8FV7k53OG0MQUmh4zDeoX2HXV/DJjGMkcdrx5/c7Zn6jk16SEwrQvKo7dkeDzxdn1PbxNYlbsvId8dML4Hz0Ahd4Ho/oihd2hB0IkpPbUeuuo7iHbUquwnWsUNrY2YGc/QuMHpPrRXtFWcGNnDQwlELTo1knsFHRi/4eqK5gXmema3hDVovxLpklXQ+LJaM0PGdT/7oC3mjjb/8Xxj+NS1FwnEDww5rlwsXie+S2tcwaVRjmXmLo7K03mPX0UoliZHTG9p0weCgylK8mjdwr8A9Qu0FSIfUK6rzBF2Io9UfiLYmk4m+R6ziWmQON4ifsdNb4O9otiaKBx+wNhPdiWznNLkl2BrVgPMzTjqqVpwKCdD0iqq6bHZYvN84fEiwyOw+XLYbXUDaO5j/IQC+fXkZN4Vn6PwZThsqDfHn6O5DWG2JL5/BJlFLhx8c9eYO1gOc/yQMlzhxy4Hm9hnp4muU8YYWtsj0AsnXqPQ4Kej5W/Dm46UDtHkC0zUunKPtBuQMST2UW3wxSOdobWB3YA7xG1pK+PlASwtdWsIFVk9QMmgGceAHWK2R42dY/xju3iysLCvQJ6j37K+0Aptx66e03/5vv5B63/7N/8QcSo0OlzMuhCVhGodvM8mtUQrqHeJ7pBpNDfVKlEBzEGulSKHUpb5bt0bmpb6TZzRFKDMmPSBUl4g6E0KgaCGFQJbKwLLR6VpkdicEATZYPdIkkGKEJqhlIo1iHUUmAm4BC7oJJx3NFGlGEsVk2QhjGVYiIhQzgkWqZrBMDQEnaeHpAKGssTohXtEyLnp3At5T64T3ibDbwTrSqsP3gen2SFkFBtlSu0SPp7kROWVSt6Zoo7mA1Bl0RF1YPI/iKTYRrdFCj5RGdJHqZsw6goCJEUxBlwxDixXM4ZqQoxCtkf2yreytQ63SZMbM4xQsRJwpzmYaiVaNpjMQoGtI80S3mJebNxKew2/91z8eHZx/cTxS58Vd3YeeeX8gtIg6MFf4/foKbYVhtWHtJo5aQDy9COJm8IFSZrz3qBSyGjrd4HpPSufMx0InJ9QbQ4I8jXTO0FKRTc94N/F0EzAfyPtb5t5ze3vLVbfBJ+Fh2nEREh8frpHR8CvH2m1Jbibmygebd0lhYq2NKiObZHQ1s1VjKJFTdyDJCq3GnEbG2diHyuE08P22Z8aTX0bu4i2lOtbMmN1ysqUx2GpgiIXUjE3OPFoNfJxH2kp4pxNII6+OgS+dDzzue1QOrDhxtQowH+mvNhSb2GlG3MSX4obHSRk6oSCUKfNwVel8gDCjWZltzzF5ROpC/7RGHozsK81VvHqcej5z18wpEvKJdEpM0i+z7JyJPhGjJ8wNH2QxNg8rdH8gOGN11tHhKaXgpKe6mSoFKxPCFxd8Vv134TjC5LF+Td0dEHmDOVAdqft/Aq3A2VNYbSl6APFEL8xTD/aYFj/CN4+kN5zU4DCC70B+CnQH0/XCcxrOYPwMvKPpjro6h/2B1ifwHfP1G1idw8vvL78vKC68RNsW5t+mjRntt0j/DjXvIDSC/DyeQqTQ9EAnGyzcsRkfEJrn2F2z1Z9Ea6Ns3tDKAcdr/PxVsOeYX8G8wvhH0IA24uIzmhP08AaXV1hfwRQtN7jVQ3R+jV8J8ypibaJOHn+5QVZPUTkip1va+Rnh7jly8Q5Z9vi+0Pw1jivoExId6hXZf4b1gESCz1hKNG7wQWit4uU1ZpXWGeYbQWeqJZAB3z4BjbT5RJoTJawwP8E4QeqhH+A4gy9w+wk2nMPNZ8sa+OUW6CEfwPr7l90BxhET/xcryh/hU2xHnsBnzxAd4zET1TAHs8DeRmgFn3rMn5YIGvF0VdgXjwSoslDPnRQOzahv7qATKAO+jfi81HeRhmsLY6a1ytx3uMPM1CWSg0O5Aw/zOC6HGR/xdqK6hPCSMgoNwfuB4homjb57gnMLOkSzp+8dU4n00QgWmP3IcH/xM4xaGq7OUIxZM6ICk6H+DhxYbkQ3Yabk1gjVY26BrJoq0Q8oI34lZBF01ahTo1t3dL5HpdIZ1C4RZkWGsyXeOGSyNZJbLZ6a4Kk0QlOWtIiezgnmHbVlognF1yVfSqBRaElJUsm6sIMsntAUaccTQ00UH6m+YXPDRQ9iVBWCNUqb8H2iHDLBGbJOdHiqGq4lcJUmGbJi7kd3DPlL18H5Oz/9DRv6BM0RzQgBNiacup6xZoZm3JYlC+QUjISjmeBdApvJteLMM4vHa0ZjolZlq57sMnfa2LoVrk2s+oHdvMd7z2FuSAqcCpRS6DwkFaRlumB8b5/p+kgelbMeDi6galBm7krmwbBiN05s4hqRETrHzf5EVAiD56Il/trlwJ9OhZ8773l2d+BX3rui+sJPpA27w4mPTjPffT2RT3dcna/oXOXnv/KAdzYVmQtvrpWzlVHUAcaQOnIpSIyUeeb13vNST0S3Rki8tZ2JVThpY+0dRf0SHOpgJtMR78nCAG6hGd97ilpr0AJzUGJdvgjOObwYmQhOoBiTNUp2ZJkoxRPDmn2p+FhxzlG1YOLR5uiip+SJaoniApGKtMo+OQqOkBtZIkkb4h253vMt1PgHH3/3C3mjlb/+71nsLj7X+8kfCRZAHuG0oqWBv0ZtC+n0ud7JD/Dd68/17sUxa0HsEd5d4zWQXQaOOH2fEF6Q5QGOFzQNSMuYS8vsP2csKFQPGQgT/victr6EwwnWPfi0QCjnF+h0gLNHsHsDm7dhfoEbenR3CwokwcsKOf8J6rTDba/g5lO6i2/S0jPeffiLfHbzz8m7I+w/Qa9fwlvv4OTE9slP8/hqwM1HXrw+sl0VjmXR+1tnb3N3esFq9YTXd88pR8++XhPDA3zsSanStcpojZVzlBCwsYDrqO5I0BWN+XO9N3M0gSYZsQwtIGJIDZ/rvTgl1PS53ukb7aSYO+LUiO4tcitInLAUsTwtB5SquNUKd9hTZEOKEW0jtU7IKmIWYDzgw4bWZnzokXKDuDO07ajf+p++kHpf/43/0MLgP9f70To6EWwQJOd70CE0YaF7/0u94/FSP9d7EGHSCj4QVXEa7/UO4h1RlRwHXN3TbEkEN4FoUGzx+agYMisSBVdGaoiUqsRogAM1Qm2crBJCh9SyRDI4JTphnEeigqRIUIesN9RTxq/X6OnI5vFbWIbNgwuOd3um0x3sT9RygE2PN+Ps4XtsLrfoMbPb35FWidYAjE1acaxL+O00n6iniVM5EaUnekfoI6ILXqOXhIaGKw1aZAoTfe3I4c/1LgXUQ9GZBWMcFtRDdv8Pvd93Pe71btKoVTCZcSp0PjHXioOFcNzqUt8FvAtImSnO0YmgDQoNF4Qm4Ao481TfiLYQmSU7NCqHf/hf/nh0cL51Z3B7wgTGUpGWCSEhFKrpYjw2o1tfIjhc6FGrxDZRvOI0MeUbootkaUgpDEG4m3Zs4wWrAH9SXrM24+njR1y4xKgn3l73PJ8L76wD6+yxVlmHxhRW1Dby7uYhzRunNuFmYXALp+ajm8IHXeTq4oxeB+asPDsaX1tteJlW3Cq0MjK6yLfmwHUT9qeB5gIf/XDgr+lz/rVffMleDjzqn/Dv/FLm1c3AlpmL4YK7+ZYU1+w6x/sPBqbDkdtaCa1jmj3GBNNM6M/5qt/xSAaQid897AmvnvCy29PlwqPVOXPNWFEsZkpLzBQuQ+LOIDjPaRp52A9ENyAEjpxwWvE+cGyO0O6jHoJxMymPMLpueS9SB4a+0Wpm1WUGAwSaKZMLBKDWTPOe0ITqGiOJnfNIbphPZJvBjL3A0HSJLbjPMvrCPvlEmd6AE8ruAC3TQkL4NtUU6n0ozcP34ZjI26Ul7E43lFlxXaS++YS6Pgdp2O6PqalQT3tcfIR0Qpv+GGrD3v0Zmm1Ick2Lb0N7SU1raJ4olTJkhtVbjPaaIf0qzRtl85xWDGkN7QWdjtCfEbZfp56/IswOygvYvIOmtxEXsMMnaFjh1HDdgGnA1m+jo6e9+WN+9ec/4HcOrzhsev7u3/n3+V//xW/xjcun/MwHP813Pvw+X37/A37nO7/Pv/nNn+Pb3/1dvvvmY95avcebESLPyPsf8Nb5V2F9y+70iNodeH44wJufZbr8HvW0Iw+PsEMjWKXcJ4yLnYgu0YQF3pZPxGGDsUL0AuMOpxlNDU9Ac8VLJvSRWpXGCK1HPES5YA4z0SbMj0iboHT4WtDujOCEdjyiMeKbkG3CxTVxWMHxAMMGk7oYq0WRWtD0YEmML/oXrcof2aM5M5c/j22RlskhIcelvucFrU7XrZdlpBQwq0gJTF6JOE71QDBPlobTRg2OMh9ZhQ1OHKMtUQq6AbNIkkzrIuRG7SLaEp1lGp7uTDjOymZ1RfMLNb3qfVZ9dTR3S2odab2hqeC1YPMR588IwxpvyyWkBcOVinOGZUVjZHq5p8mOb3zlAZ/Mma3b8st//Rf5zrNnXCX4qXff4U+fveK9tx7zvWc7nnz1A569ecPLwzVd6BhLI9aGjQc2wzkWhU0dGL1ye3jJ9u4BZXhDyyDrM+q+4ShUJiw7it0R67BsPAFzHRncsISZ6ooqI04V7fziu2vgnOLNk/PCmRMLiG+EmsgemirmFPVuMfjLctCJVTBZum1BINtC509WoQrBCWaK3kdEiBnNLZEP+iME1f+l6+D8W1//GbNmqPNchAWa5BCwEScJRTCBS3P0yXE7Z+4MLloirqD3jUSPxbbklGjgBzeFt88im6TsauP5Dvb5gLPIx3Plpx6eM40j5IAPlScXA9+7ObJeD+zvTpz3sJ8DRRzFYM/MhXgOLS5BZiZcXx+Yk+CcI0m/kHhtYBU70D0/m44439PMYxLQ+Q0X3YpdFN4NgReHzMkcL9VI/Zp6+4oHtbHHYR28PJ4461c0EWYTMsp7Z+e8eHPLu13i2kaSeFwPwQK7puh84uQSNwqlKNlgdb5GJlsImM6oRYnJ41tjq57JGd57zDfEVlx1BuVE855jLhQTNBd+5vKKJzrydCNkdZQ2MrcBpNAk4quQpXJSyE1Z+0Brhlljcp7kPMJ9KGqL/JkLiM4cy8jWVwQPeLJ4BlP+x4++/4W80cov/7uGzvTdwFSU5JYvvrXd53oXbNlocB2SD1QRwryirQV8oz++x7x+vYD4SNh0At8jg6PN83IInncETZTxGh5+FaY7ujYsRW71gDq+xtZnpLsbWhK0REwcISSq7JEiiKzxySg1w+sfQOoWo2x4hLgTrT6AVcSNO4K+xvorTN1y2Dl+H7pLWheJMqDTgVqX1VHOnyAv/gCbZvAJ1wm6v4H1BT745QZvFb/9Mu3mB/i4ok3PIJ0TVkIta7AJ7j6D7eUSuFN0SWW/ulxGRvilCzVNMAxQGkEClQKxA8s4/zbaRzj8EB96bL5GTaA05MFPwXzADUvArM5v8PKQZhP4Hl+F0kYayqLsBV8valgKC+OGhKfQ2oAkQ4qh7RleTjTbLJ9ROpxl2rf+hy+k3le//pvWRFg7ZfSRvhZqFKyVP9e7U1xd0sWtzVRZumjmHUQlWre8HL0nasdcb+lki60EmzKlZrQdCRoouSCbC6yNdA2qQOzXzPMdhDVhPKLdAg0s4uitUO4jfJyBD5XSAlaPoEt9xzucKaX1+BCgjYRgIOk+TNkh7QC+Rz0kibQpU3Boq0if8PMdrXgqiw3rOJ3oukR0jtkEaHTxjPm0I/lAcQ1vjuAahYBpW8aa4qA6SlFUGmE9LIHMLEG0Ytx3Y5ToIAcQcTQgEpbPWuqy8q2VYoKzjOuvwAo+DgRpVJlxJWLWUO/xVWi+UNUIVZGw1HdpBl5wOGoQfIUqAQltucgy4g2qLF05M08Q5fBb/9WPRwfnl9515ByoGGMBr5676QZc4kk38KodUXXUWtjVyoPLCx7q8nIUcbw5Nj6uNzyNPX92LVCPRI604ZKLMRLUmE/Kq80FVy3wqF9ola/NwGaukud6OnLVeR5447Ae2Gw2dLuXvH15xj/78JrD6UQ437IKmaQDdnfHg/WabI1Ti9zWI1ebM74ZHa848LA2XtqKoZ1Yo/TDBTEOPO43FJsx54mp8cFZT7MbPr35DB6tuYjv8LhzzOMb3pxFzs+3vNrfspPC1y8uOVZhXm84HXes00DOjZMfKHIkOcHbJTsvpF1B1kYNPd8/7PjymVAlEixiLhNsoEiABgcRRq+EWfldv5A8PkgbkintTMijMEfPq7nyoTN+Yl+w1pN8T7ATD/H8YKg8sQ1OBYuOtczsvGMKkfU0MYhREY5AVmVmZtUWYvRKPFkFcz2TKK01dvrF3aLyVwmmngnDRcEUWvkI0oa+vUPuXqDqCKYUvUXWb9OPD6nbFwRxqN3SwreRdoXMM2W+BXsND77OavcOwd8xjhDO3qKVM1z/ELuPWTPdI+sVwh1+8Lji0dUDen2PKf0Blp5QX/4RMt5i23cRuaXYI7j5PgxPEXcCC+j8EZx9ZdlUkgM+OLI8Ik2vUKm4/mvI9gmp/BTNPqSFCK6xujijlD3t9T/BnT2Gi7/FZbflWH+PunlCWF8yH58TwkTsvoI5oZf3KdNL4tlfQecTki4R/5LGJb5/Cz8E9OYWWRnFn6O77+LOLjBWi9Gzb7i2xfcObx6xGZKjHirqTmCJ0H0JawYXA3JUXA9NDdyONhdkXNGkp+jHBLdB1yD1ChG3eEP0lhY7lA1+vl1Wel1EKDgayB7oaW554zY9I/rHWDph+UD7EXoS/qKf/sE5koWKkbQivkPrHg0da7ditv3CgpLCbJkwnDMgaK2IOGo90fQaDQM6GbndgkxYr3RTQBRKqXQp0rTDxwEMqjS0GT4GKPuFPo9QViuGtGbimq4753T3DJdHiBsswawdVnbAihAL4Kk6It2KIAPGTNBAbkKyjIng/BqxFanboi0vP+Mr5+fnjPNIHV/jhhVp8xbbIXA67ghxol+fcTrd0ruZYf0Ua42ui+TpxCpsMC2IdkgYl7/NLvGu0lTpB6O4hNXdQtR2jmBxGb8SCUEQU5LX+4ut3EeVGKFbLyb7qPhieI1Uy8vUpFYMv7xzGfF4NBS8rRF1BCdIrOh9yLRoQ51hKogaYkqgYsaidyKtKtEWH465Rv4Rxm3+pevg/Mff/KsWmnE7ZTYpYCROpS0nVzFKNUILRKc8LzOPU8fr00gtxuX6HPFG5zOvx5kwZW5XPW4OVFMGCjEmCJnjHBm9o/MRRWlFmLNSysgkCZ0y9AXcElzJCDV5tIB1DW1HvtJf8sFWeRQcrmRKWNGJp3MHHvrE4Bq7DpwOPFk3urak2R4noxuU2hpbE7ZnPXk8gUQuUuCzu5l+m6AcGaoyEZkbeIU7XaLoN32k1ZmxNL5763lzc+SHzfFgo3zj4QXvhB2zGxCdUd8otlrEOTaeTYE344x0haerFe+uVhzaCa0jNa1wx8xxLbgj9K7HugPZ4DgXTlWJdomgRFNSbWSZwWcoK8QrhyI4l1CbqeIRa7TgqDVSxFhJI99ny6gsviBr4L2nSMNoqHVUB1mFmOHv/eB7X8gbrfvbv2mhGbWMRB/IDMuYxBoSDKuGzB7XZ9o84tIZnG6RrLjVVxBvtHgD44523OM3jz7Xu+NASwM+TMi0pqYGaYNvI60l4jxR6g3iB2x/g+sUnEdbgzGzYFFZ8p6mAwwP8WeXmESoJ1y4QCSi+oYYBnxrTBGie8AqGs6f8M4xHgppqNTWOK+Bs8dPaPMJ5wJf/9LX+We/90957yv/Cje3f3gfZQKn6RavcKyL3i/Pn3AYnzPNwu1U4OXHVPO4MyGdfcA6LBuLqg31japrPB6ZJ/LsKe2G7Cv98JCHF29zu3+NKzumbkvKJzQ5ZAZPj3aVbGDjK5oosb2F80aj4aYR9UfaPOK7Rxh5MW3GhKszKg6xhgZZco/Eo60gcQU60VjhreAKlJDwQfGt0MIGcxWrSswwfesffCH1vv03/tNF72MmxkB2CZcbTRrOGbUazjs8RmkzkZ5WT7imuG6FeLsPA56ouRIG/7nevTTmkEi+INlRRNDo6e4beqkVZs1456lZSa59Xt9ng87L5/XdaiHEM0JaQimbVoKPOE3UODNIonlPxegkkNIa8RnvHPWUYfDU1thoYHV5xXTYIcFzfnnGmx++Yrhak08nnHhmWIB6CqUqDqUbNkxtwqaJw3SiHY80a4Re6IfHuGgECVjLqG+Idng8rRRqnSllJntjlTacb884nma0TtAl2lwIsUE2CANmhWwgeqS6TNAtoQlt6Udh912tQMC8QVMsBqQWmoQlB845PMsYqonDKeBZ/LG6ZIhV8wRrOHTp6gDqjJjh9rf+/o8H6O9XfuKvWFZDZUKbJ1vBSGCNuVUICfIJp0oNnuSEVI5sNxv2eSKERMcyY+9aw7rAk+4cM8P3mY3zrF3HOhhD5+nFcXN3IHSBFITeZVyIDK3gg0NjWhztpeL84mD3kgiSiTGRS+OzqZCCcLFdsZZK3ytHc4yv7zhfdxy8UmrPE+eIsfDooTFopI8NITHOidNh5pNnR14Q7H4MAAAgAElEQVTtXvONByuGrvDk4Zq7145+W9gNay70xPXOs1qBJUFiwNlqmVPPr7CTMpZxcdLPmSs1Tm3Lfp44ZsMHQWtkrkd816EKVZWpQDHB3/soW2sMq0RUZVQDv5CgGwHM8DgUQBfYoveC6gLqm6vDh8bUPKhgrdIQzIRqFVXItVAkUltDzS8wQnVUB60oMSbMFC+CAs0qf/8Hz7+QBV+++W9brEKxl4gMSDmh6QyZj5geYfUAbj7DqWJdxHwH5WbJNpqPy/dB/JKtVA26DoYPwAzXZ9Q7gnWYeZpz9OLI8zXJd8wEXKi4EHHThA+OEi7w7fS53kuewG/o7ICsryjjiOqJIsqQLvFmXIQVxxly/ojU9RwjUHs2biDGwje+8hW2V1/i6XmPkHi5u+XFD2/4P7/zv3N89SFPn77FehD+1W/8Db71vW+z3awYVu8whFu++/qG7bDiKnY8+tovsAkeovHRH/5TrqeJV3fXvP/4q3z05vuszXO+fp+PXn6bm/Fe7zLQTq9Jw8Wid3RBS0jEVaUGRywZ6xa9TwrRh/tU5UXv6DLO/X/rXXV5BeAa1AAqqO5pCEE7mp5wKDrfIvFsyceyHvMZrMOkQKlotwE1nAPTpZOsv/e/fSH13v/Kf2CJxuwaQWVJnA4Qiqe5fM9f0UXvSdAKWUa6tKHe13dlqe9SGxojwa0/r+/LqnO3jGVCRy+O07Sjk0D1fjHVhrh0KoIj95Ewy+d6H4sSXcBRl27g1MjjSO0d63QGOHoSrSpz+YzQb5h8xddA8htiLFw8vmIVImfDsNT3ccf17sjzT18w3r1m++gxQ2h8+d0v8+rVNUM/oCGy6oRnNzs2w4YeR1wF4jAwdI6bF9cc8sQ+nzgftuynkbUExAduDzvG++1UNaHmE/83ee/yu2uW3Xd91r48z3v53c45daq6qu9Nu9uOk1gmxkI2gRAHSESEEhAgJGYIZoz4A0AMMmEAAxgwQIAiMQkCgYQQIjYKMg7GScDgbtvdrnZ3ddf1XH6X932fy957rcVgv3VKHaaUulXekyOdy+/8Lt9nPWuv9b0M6VzfpaFNASNYpAUlV6XttmQzqjpjoCsFz3gXi13p9/+p746JEsSgdcdjQ7vSzLwT8r3zmIIFTKznxkZwl16jzFDpERXB6VOkoJx+49Mx+vupa3D+5r/4S/7y4YG8gzeu9n3XmQMMR6RtGNx7UJ03TAPrvHB9s+XyakNdT6g6ra588OyWfUpc3kSaCTu2pL0wWMYtddOimJFsaKBH1+fWN+g14jTCx7kgwYENhBODXUI0clCsNtripNRHdRpPPDxztrvGm29u4EHwHHucQTSGDFaVFANJFlrKpDEQQiG4YLEnxxICYVQoDXgC6wg6gEEpR4I4y6r88IPG84eGxdcZYmEcR5YV3Ar7/QY93VMoLGskmhGiEaJznBvIwFIFDdaNoBxOq7HdJPIAvgoWOx9n0YCqnt2MA1q602VKiSidDFxqVx5UNzwoSiSZ4O64N6qEzj9yBwy10Fn4JjQR3KyvO0LrFvYJWg09+TcIf+MP//gzWfBf+9f/Q78//CGWlW9+4a+8wrvf/SbSNtx85Z8iCBzf/l/wJ/8oH779d/nZX/7nePralnUqqDrTPPF//N//JTf2hC9cBZoJn/vSr5L2wvbmNdwS5cVzNk9fI2fnVBypkYvsHOAV3i9dubt/wdOLR6ybzFgW4rB/hffJP8H7Ljjb0PgHv/t/MeaJP//Lv4Y+GAwNXYxBhG2OzKWx3faWuKXMa/v8Cu+yZP5hvD+62rNl5IenAxIbZXWCOB88a/x3f/83+NGH32W/+yZRlNcf/SwPYkzPv8tbT3+OZy9/j9vTD5nXxOgQcyFE534xLOzwJgRZMc14cJZlZTvssJQJtWHRQTaoKuJGEOtKK2/d2VUyLQmDWo/MoBfxSmHwsa/9zqtucyXY9sfwnrbnJsgVdMZtT4wrzTI+wGgDtkwQhPV3/uvPJN4//2/+B77cv8Q3iUfD5z7Bu69I27ARIYZArRVPSjucuHr0mMdX10ynI6pO1RPvLt9jU694tBtpJozDE9Je2KQRt0RdV8btSM7n9VaNWE5dtnDGu3tgqhPXYYMNQmiNTdq+wvuL7J/gfTMwN+XFRx+xGxN/5ptfww6Kx8qzlytvXo1sUmJqjcc3G+qy0lLm9avdK7yPZeQfxrtsuknnqRV0ME4nJYjz4Uczv/X297l9eMlmvOkOPdsNS6uU1bi53HI8HShrYbXewESEEJ25THjImBrBFfeEAbVVNkNCyJh6TwL3DDS8KSKGuqB2xnsYukGueZ/qEmhBMRMyjoZe38X7GkvO9f4V3pP1mBORbgqqgRiU5oIHYVDvdT8I93/7T8gE5zf/nV/129s73JTtNnNz87hHKvjAca2ghbou7C6HLumMgRwTovSb2TJzeXPJEPpLeVkWyurs0sC42dCsEsRZ127SlFKitpWinecRMrgFVButNTZxIMaMWyVYJUrqngHLirSKqxFjJrljXrm5EMSVGJwh9jVMVWeTKiNKTqHbbbsg0lB14uhw4X0HNW7xdUJMeghfadjxgtkDHlb8YWCmk8qa9aRxde+TEJzVEiv9Q4k7tLO/TaSrAqx0haAaIQRKrcSYQSKHWcGUdH5Qx5hoAZoFzJ1FG8+myjRnxqGxobJNG1rNrDZRx5GGE0MfMWeFGo3BIqpnqWDuZnVVrSuKh03/HlWl1kqNkMyophQ1ggk1D/wnf/S9z2TB/+t/87f9g+/dcnr713nzz/5lrl67IoWFlkZOtwto4fBQePxaeoX3zWZAFE5LQ19+wOXn3+K6ZWqYKKtwtzQeX4yMyCu8t1W6LDw2qgoPZ2uhiyGiwTgtij68YLx8yn6TcNEfw/u8LLx459u4Gk+++vOv8P6lXV/JBBle4b3Zwi5mYoo83eQfw/uLtfFkH4iygWj83Bce8e0fvXyFd8sH7u4ja+l4P1SQWvj2O9+iGTw/Tqj3a+F13PPD43OqF4J3vAcbKdpxVE4ragWhUTSQgzFXJ4WBEIxJwdfaYyKsESRhQWgWEDEqC2E9oMcAWyfVAzY8obWBqAfidv8K7yYBXYXNUFjryMDa1VrDBZIyWioGjMNNX83WpdsAxAZzxcLSlVQu2HCF//bf+kzi/S/+e3/LP3j3GdoqF9sLvvDltzitB4IEDvcNtHCaH7i5vniF97QdEYWyVk7LxJfffMKVbjjGhYfblWlZ2O52PL7YvcL789vCJo3s94HjqTKXLiEfhrH7o62NU6tcx5FhzN075sfwPnEIBVcjjRef4P21617f0/hJfa8zuzyScuSN/e7H8P5smnl6NbKNO4jGbhc4TfoK70u85zRF7u+14x3HTpUPj93Rf5or6k5TY3BlwSit4pYQd0QNc6gRXLXj3bRTOaKwlMY2BFrM1DrhFciJ2GY8DwRzmgUQ6+7SZaJpQHBiMJCRSiC2hTDET/BujrXIOFRKHcjBz+rERBShqmPALvR4h0aB1t2r3R3HelSH9wiM+W//CZGJKwvDbkseEkPqGS5VK8fDxNX1SPPAMCaWE4jBfKzU9SUpBh5dXeI+0DxQpeFlIYTAo/01p/kZ63FCUuXJa1eMcYvS7acDnYDVWkBnwfK5MyUhAZzGepgIDsEqJYRzMVUu9htMlRydHAdSiARZunwuNFoFCFgJaO4ZIAMJGRRPQkz0bJpgEBX8AWkJHEJVXIUYjF1bkXVgDsKGRB4a0wpp6M7CrdRzU1HYrKHzWlJgLcYuDsxzYxszqxuLGVWh1EZwQwy0NFpRvHdGJI19LFlXYhakZbI4b6aMX0RiDAiJwRPHEbYlk6IzV0MKFALOStTuaSGuRCLh7HWRJeJhoM1H1DrXpuEcV+M9lHkdOUhjNKEelp8sKD/FY9OJq0cjT37lX2BIhsbGelh5/nzi9dczzQMX+5G724aY8/KDFzx79zdJMfBn/9Q/iftAPEQOUqiqhBB4c9yxPBx5dneLpMpXv/5FltgTwNWNID3nq7XA/WTE7DR3ZPeE7XhOpv/B+wSH++kjnuw+x938IcGUX/jTv8Cz0vjcADmO7CVTdDo/K06pigC1dDfUD2VlI8aj7YAn4fVw2dc+URkSHF9WpPEK7xaER3nkpS5ETcxB2V9s+YUv/zy/+/3f53OXV7RmPD/cc7RbrsfEPBVO04nNxZ4yPWfMl5TDRzzevMFUjjxUI2kP0HU9QbzoasDlHgkBlR0uGSOi0x1sdnjpeI3hkngZewZSuiHEERm7JT+SCOvcP3l1EgutgUiPlIkxUk+3BDHcE8N4QZveRSwholQcOxXAum8OBQuZMH/wkwXlp3jasnJ5cU061/fj/EA5rby8P/Hao0uaB8a85XBaEXNO88y0HEkx8Pjq87gPHD9SDnLP3FZCCHz+0et88OIFP3h5j6TKN77x1R4383F9T4K0Xt/nqU/1Gs6GTBp6fT+8OBIcpp1wNQmnPQRV3nzjDR5OJx7tR3Lc8niz4VgXQkwgnTsD0KqRXHhfjlxvIxe54/1L6bUuZQqKC9RDvxB8jHcQLhhZ0oFd3jLXme1uQxb40cPC1W5La8Y0TTTvk8XcjJmVIQhrreQh4XNhHEYq0qk1apTaJd21geqErgWJhrSR5gmpQtGCROkNU4OQRkKMJLxP2VNkQCFkhEA06xdnzQQKtcg5x6oRQ1frEgy31D8/mZF25uCIo9UxFgI9L9FSIJRPTyf+U9fgvPhwJUVh1pXyUKgqjNKoNJiEYW8cJmWfEvlqw+OLzDwNLPcnHu4mJCqtHAm58rnXnlDUmNcXjEnJ26EnXRtYarQ1njkeQkhGakIzY6xOMFjceFgntnHgcrOjYizrShBnCIJIYlVF3HFzzBppKD34jIa2jGpDi5E3AaNhHthI7QmsSHdozZUQMkilp485XnMHUtVe/EJkMVitspZCU2dyI/uWWSseKmlMrC1i6UyM9oyLczBjGDP3VXFtmGaGFMkOYom5nbCcuht0DOCRRRwVJY5bvHXX4qaZhlFIzEtDhB5QR+wd+9q9gZo0knf78BpgI05LnWWvLeBiVJQkBTOIONEDiHMZnG8CvqkUATGj2mfXF+SPfv8Zl1ePOD0846Pv/Q4HOXGtGw7pjp/54l/m+vUrPvzWr/P0Z/4Sl09Hbr7wZR6/9YQ//t3/iW/93v+GROVnyi8ScuXLX/oCxSJlmRiTsn3rCWVdu/meR5o1TDa4CxfZOZ7xPkRhI3C6u+XZ7cI2Drz21lvMKPa+0MR5+pVvEER5rzTEnferk6ryZirEKN1vRg2z7lniQ7cA8KrcbAfwwNMY4LLwYon8/BuXvH17z4flyBADa4nYboIFHtYTKcLhFLAK3717m6bOi9Mt5gOrVTxWtsPIwAV3ywHZZswMGfY8W1/yeP8WHxw/eoV3SUIKkcvNF5nml4SzXLgTBCJFQie67h7jzYlpoWmkiRM0o+3Ym5K1q8RqU4ZpwjcJtUKwHRZ7wIYAnqFaIGnCwoKFmbYqqJ25CBtEZlJKQMTjgJxXuC6f3Syq954/J9sGDSun+0rNK+OaqJsjXl9jHDL3x8rlMHBxc8X1a4+4f/nA/eGO+7sPzvX9ipArP/eltzhM8NHtLWNSHl/suZ8XMBhNeHBnXns455AHaEozw4ZANmFS5XB3YhsHnlxdM1Oxw0yLzjWREDMvTifEnZfTTMIZBGLs9b1WRVvj9t5588mI4VhR9uMIHti7wDijNnCRjZNBSQ1qAIssmyMsMNuJ/T7w0bOCVuHt+SOaOndTYQgjpzrhVPJmT26FiYGofQqUU2SqjW0eOenyCu9pyGSHS5xpmfvUJQ9I6PXdrHW8517fsyw0iShCsEClIFJoayAmpzUjae2JAm6IGO49rsFzww2qh05ZUHDpSfG9+e9uEBIgJwMS7kII+ePg9U/t/NStqP6zv/pVf+3qgv32gul+pswLHisnEW6QV0Z/VYwyB7ILpRQiwnF1kgqbfIWEQjSDWHi6u+CLv/iIFCqeFbeKmrOagEIlYS7Ute8yncCMksKWPDgX4tTDxHycibahaeHN1y+RWtmYITliU+X+1LDS11ab7LQWKaUwDgNBtJOqsjBIJLEQB+MqZpblgaZC8ZX97oa6wMV24eKRgRTmuyuKTrhFLI0IkUEGWszcHidq2fX1Tm4sqxHVEBJLDRyrMq0BlZUQtkylIWSWsrK2lRA3rFa5ihuWBGOsXFxcoIuiqr3Tly69FIHKwFL7ZCz31SpuidUafu7cW2sgkSI9kyVaoNEDPLV1vJlACBHUsCCYGdUTsxhqQjXHXLpnQgj8Fz/64WdyZL/7Z/9t//rP/nmuvnjF4e0T77z/64w+cqrOzRC507v+0kuGrt7xbhMRoc0QkyHxGvHa09dj5friMf/qv/IvY7Mx7CNulWmVV3hXusX64dh/Pk6gqDPkRB6c65CYy5HjOx/w/nqivfw+v/KX/hmuirzC+/1h4Q+/83v86OX3cDWur25oLXK4/5Cr6zde4d1Sx/ueyuff+DxvvfEV3vnolpfv/T3eP3zEL3/zn6AuEK5v+FNvXYIU/vB9f4X3NzfXtJ0xyMBgyt/5vd8i+gUfzs9Z24nDdMs+bhASx2VmWiNVFa2FsNmwrick36CHO9SPhLhBdCWEK+omkud7/NEXCd7xHpt0nK8TIQ1YyPh6T0iCydCnuAxoOb3Ce2gLHgY8NKBzyaA7terZxSx5+DG8ow2PW8xX3ATqgoQETUnjjvK7/+NnEu+v/7V/3x89vmb/+ILpg5mT3eM1oqZsYmaKa5+ehxVdILuw+nzGu/eLaLrCXbtfFMrV7oZf+aWfI6+KXG5xqxxvT6/w3qwTmJfTJ/V9Kp1/lQdnP+w4TLecXp5YLhyWiW9+42vUEl/hfTkuvPfilmldcDWGMdFapC0n8mb/Cu9hHBgkErWwvQ689eQJz+5X5mcfcO8H3nryFnWB/eNLvnadQAo/eNi8wvu1DeilMshAXIxvv/cMx5jWFcX6+1D6dqFWo5WZqtp5RuNAO+ea+VwwWwhx0yfpcYN6IIiTd3v0bMuRNCDSvcqCg4eA2UKUgIqcV7+hE+rPeBepmEVEPqkfHvpQoJ77iWz+43gPinvsKisTJHi3EQGSwMOnlEX1U9fg/Df//Ne91BHPlRQdWxLVDbKwLs5sTmnCui59RaKJKNDSiq8RD45Z5+MMcaBxorqTWyRaopUJky1tdC6tE9q8NHwAkrEdttQ2cakXrKHLXKNFXHp4Z0MIAcbkbIBxI1CFvNUuGVQwjXiYEAlkGpsxMGZhiNJJkxGGJOx3A1JrJ/4eVp4+ScxtYTcO7C6NvI2wLHgZWGbneAsLgfs1MS8V4ravm8ywxVnMiDHhFhHJnNYJUkbdcev5XNPaEBIehIRTiWyTsGigYEQcbVAk9oC5Bi33qdKoRvOBRu/exxgpTYkCa6v9dgpoGIg4J6cHx7mQUucG9ajIACH1oEUxgg+02P9tsB7PgAhFlcUFM/iP3v5sNjjXf/XfcpeMBeXC98zek+Q1JqQ0ZnNEEsnuERIsEYtGSyuhdLLsJsE8L4S4BR56YdMd0RLW7shhpG4GqI0ke6wd8dyJ8yFvCDoTbE/LD+DDK7x7PCtaAjAGhqoMo6CasWFlkI4V0whpAYdthMvdSAoDlxePOdy9RMOGx1c73ry54SY/IkTnt7/99/nrv/LX+Ac/+J/5c1/7NS4fZ55eDtwdT3gZ+M7LO977g99hIfD9u4VanpGHLYcyUSwxnyqua58wWiTJluXhXcLlI1QdXR+Im4FyekkKN3hKeJu7uVtKVNO+YtIVSsN3W7yWnj81pt651wbxEre1r4rHHbZMRAHTgrQZAMuXiHlXjZQHNG/IcdOLeVDcekipiPQXh22R1Bufj/FeQ8JbAfpt2H/nf/hM4v3Nf+1vuLtAaKQ6orF27kiKpHXtqk1TQpkREpYCYrHX95rw4IzSmJsRZcTDkYaQqhAtocxkhleu9smlq7Mk4ubEYYu0ieiXaJxxkVd4b1FItftD+tB/Pw0ZU/BNIHnnvphGWphJIgSUYdiwjQMpD7S5h2nucuDJzQ1oI0Tn3Y9u+aUvf40f3H2frzz5EtePMm/c7Hl5f4eXgXfWldu332ch8HxtLOs9MY/UphRvWFFMGzGHjnfPrO2AhAwY2hqSA60WogQgnN1lAil2g1ppRgiOuSFyFgg2IWbveFfBCeeVE4QY8Gb9/XoOSwawmM5TYQVxzHs4sjudGhGk1w4RoivqGYnnz+ZjvLvg3tfZZjD/xn/8J4ODM68greEK1ZWQu5zbmpHSyr5G1uDkS0dXx2wmSmDcZMJjuEiBcRy42AZw5f7kTHfKbjfyhZtLlsHYDFBNqctKjsZpgsOkOAOrVp7sdoRgtMVZa+kOqO7UkxKGTDSlaES8sh2EdJ2Q5jSV7mWRGq05r+0GahXiECniNHUeSuAmK5MakmYgcRlGqgTef2/DGjcMurAfMxfbSlkKi204LIlpcWLIZ36LYiUgcWY37lld2QxdyQH9Zv+a7ck2UTVysl1vHG4CVSGs4HJgZcOiYEFxDwzeE3cdsJZYXfG5EXJkISHeUCBqJ75FdzwGBokwJPDI3ASPEK2gIaMmNO87XbWB9SwH75tbCMyg/XukZn3/i7/KvuoP7GfzmCnSQKIz+Us8Zq7CNZMf0FC5UmPVhZxAV/BhIUvgcriEbeDp5jH7z/8ij6+34Mr73/1N3r/7iDd3b/Gr//Qvs6Yt25wovvLet/6Ip1/9Ou/+we/x9svv4kTmh5Unr3+Bt7Zf4N37b3E73bIfXwN3bu/v2O+2eJrxmpljJQ7w6OICaRnzkcP8AZ4q7sLnnrxFO91C3FDEuT3e83yeeXOv/OjFhwzxq7zHPX/6jW+wffQG//3f+w1qjPzRD/9b3nrzS/zs9RP+z+/+XZZ4yWExynRgN+45FsMDTLNhSbm5uMCbs93uX+F9t7kife4JYf2QZvBsfoyIMNxc4xUWTbQGMV72tHuNhACWb3C9R1wIYYe0CXs44psLhBFpCwI9TbzddrJpGvtofriCEEkNqgjOjA03ZM2YrJhuCEFpUpG14GJ0qusJ5gi6gAiiDWLA3Qle8PHqJwfIT/vUldAiHh3zA0hi8D3mMxqNjfe1YN5v0DUhcSVGY5OuSTsY8p7NbsP1dgRXXjzccjyeuBiu+drXXqc0uLracZoOvDw0hjFzfDhwO93jRMKysH3yBqONHJdb5tLTxXFnWle2MVEQkjZWnCiZ7cWANEMt06z79Zg4NxePqMtCTh3vrSonXdmLcixKiAmJgccXF0ga+d133mXxwPt3b3Ox3/DmZuTZ7YdULrlvRpkWBsk0MdyUpobIzGZzhfmKXFy9wvuIcBkvkDpTHYp6z+1LiVwLRaExEXzsk5qmhAQmCawibog5yPn/0YjQBTIujhiIecd56J5OZ3N5oglNAmCIB5JYHyoIRAndjbo0CH6+1CqUiEdDtHM85fzeEO/Oyp/W+amb4PxXv/Z1lzCAVKw4m9xo4ROZsmtAUoIVqlWCJMQrKYJ7YEyJUpSyrETv3eaQI/tN5MljYzMG5qlxaMLhlFjWHuNuTUk4MfUudB8VrY2cIhZAWsA8g1fS0FG2iU4KAeKZkxO6R8DogV1yzBTyFjNYtdGaIgJjcK4vMh/dTVyOYy9sYYC2ntnnylefOmNeEDUO82PujsZqkWNzMGFteuY8GIktRSsF7wz+0AGzD5UxjYARxkhoxqkZq3dJn+KspRLTwNSEZtqjExhYDESNFpx2DiFcW0WlF+LkQoqNkIYzrUBo3n+NCNVW1DLWzsGZdI8dzlLCYop5v1m4K1ViV1nZ+e+J0OirK9z5z9/74DN5o736K/+GexxxU6S1HsuQA35++VlzQh7xRWmxIC3/ON7HDXOZkbbSQiQjuETyJvH6Gzd85epLfP/2OxxOsMzGMp2AhEsj4QQXSlQurNJUYRhJVqlhJJiAV8gZAAmVbYYGPN4+xZlRd0YPPLq8wcR5NDymWOHdu/de4f3q6jFfvL7kD370bR5dfrFLSWUgULm9O2Iof+Ef+wuv8L7NT/nfv/M7LLNyd3gf2HCan1E0UbUx+pYpVawqXpbu/QMMtnA57ABjs7/ASuVYG5NJv8F7RZcTki+6R8haMJy0vcSKQp1pAjFtcRosD7QwEt0Ra7RkhOGq/4wkgS5YHAgkvDyglonaunkc/baMC26OsOAt4jFj6wsYehMTHViP6HgJtG5174596+98JvH+1r/077qmEbGGVMVj7P5ipkRXzAIhJrxADQtBxx/De0wDjQVbF6oEBgmElPBhz/Vrey7jltvpCGViPkFb+yXSpPT67pE5OWMLmBc8Z+LZxih6AK947ByokANBMuKB7XnraCEwemAzJBqNi3HH6pVp+qS+xyHy5s0N73z0Dpfjo14v057WDqyl1/ef/+ZXXuEd2/P77/4InSNTmRBx6lop1np9Dxsac5+ONIfY63sORkp7wMhpwJtSdGX1SJKGOWhdkTRg1XA1DCdm6dHtsdIsEOhBpJw9ywKGeMSkRzCIW3dotk4zEASsoJYRUyRIz+kKylkl3s0uQ1dM9cFPj5zpZoA9qiHaOUvCndP/+p/+yZjgxPyxS2V/AU/HRpFIKZGUnWgwrco2dVloCQqWQDIhKuXY7aVTSER3LuiNRlPh5RGGrLg1PMIuRTJGTo0gzjYnmikPpyPqO+LFHhao1VF1ctRzdkdvaMLgNGtdFufSk1I1sDSjVkXISF17sQyJIQCuiAjLupJILFpIGin2wDjsSCgX+0uyviRthaYblrVSEIo6ZRVSSF101aeK1LgQSSRbWRTII2UyLDl3ZujaiEsH+C5lVquMKdLOgF8PjePQujzeM60trK2RCBTJeKhoaQxD7oorc0pwaotwXgda6/lYjUhRem4MtRty1UYETLr/QdYCDVwAACAASURBVGmgoduEG3207yoUDyxi3b3YzgZTYucH5DN6YsK0y1GbN3IrlBaxsxQ6mqDrQrB+2yE3DCjW8T5NJ2grhIGo3qebotQ58M4fv+RH8Xn/qZiwGy+IuY/5gwY2uRt8LQ/PqJvHhOGmG2oSe07Sx3hXGBDyxpgrpAy3y0dcbV/nfnnG4IrZjJB56beEOKO+ZQhQz0Xw9uEB0S3PD/ckjajd8uTJU24uL/i5z32TrI2vPb7he3cTz9/9Ps9efshaK8t0Yj86aCA6FIElLYw1cbQCy0Te3lBWo2jhI11JhwfafoVlJj9+gk5HyBukrZg4fvsCD0obLsAi5fgRoT0QfYewx/SIlyMMl6QmeFixkIga8aViPmElEPzYnb/tbGSWVtq5SU+lYTFjGZgXbLM9P7ATYIRW8ObYMEAOsDwQhyssGF4PP1FIfqonRdAVa11Vk9YTi0QwwyQRzWg+Ec8y6JYXgjvVMyE2yrL0yAIS0Y01CtkaoU28+MHE/eAUcwZ1hrSjSkCGs/v9MNBc0fkOTRsGuQJrLFG7ZF8cCwHMGDziY8R8JcjIokJO3e1+ZWVVEDLrfETDTKDjvdB5g/cPE4NtObaVpJFpec52u2OIytNHb5K18dY48p46Lz58QV2cmZml1W5KKPJJfQ8rwTLGjJuS85ZSGiAsOkOtECOYkseMl0LLGVrr9XUqRCotdFGJzhUPjbSCha4G82ZI7HzLfg9VxAVvhtI3KoLREKLRHY3pRGdxJ9JNKt0jHrSTLM91W7D+sRCUem6QuhTdMDR8ehOcn7oG5zAp9+a0eeFRGiiSIQljjKRYcYQYnFW7FbevkVUE1RV3KNq77uSdY7LQ2IZMsh4P78uKSiZY45mv7DK4Nlx6/sl2HCh6SQmCv5zYeiDGPp1zFywkKkYKYLVPQ7J286PojSzG5JGpVfBCzoEQEt4qQ6wgOxBjmyM5VHKDEBvRE8s6sU0D0+HAyzVzjXL3EHn2sFLDyKRCFmGpjT4BDBQiWhqlKlG2rKUSfCXGsa/MmlCbcSgwhECpjaqwyZXmkdUSqoaukVUFS44a7FK/xUQHosAmodIRW2sHc7+slh58NwwEIgOw0z7WLNYdkF0EBdyE6E4K3tPFDSTGs6TeGbQwtg1zKJQQaBhr+9g86rN5SjmxRoWlsYmZ1Tvek0TcVkIQUMfFqeJsQqQF8DKTVLBFYcidH+b9dihhS6wN0cCUTgxsabJQH5wwGKa1m9ZVCGFDiE+pCJSXoELMdOsCF8wygYrFzLoAjBRdyZ55dvqQbQosOnC6f3F2T96S40CrtwyxksLANBuXm0vUNmQH8kLSwPPnzxiHwO9897f48uUNyp/hne/+P/zBs3eRIJwa7IeRh9PCFAMB0BbReaZ4QdIlzU74fEdOe1R2iAsl3NFOd901+OUzXBvZj9SQ+/pMK5ktViqWlKwG/qhjNDXIOwhbVBoa6cGPXmFZsJwIoRI21wS5YQBUhSidFK++khQ0ZtyEtFTqtk9RfTkRNleQr3rN0Ql0JEiAsac+087BoJ/Rs5aFGgplbezT8AneY7+wSnRic1yUIsrm3NSqTmya49ZnAcmNCnioiI+9YYzO8eRkEabQWJdCGMCPggenlYkYtyQdutFjfYFLgiCv3JFNuouxSTj7nEGLK6k5UxGCOK7O0Wdwx9Nwru93PSKCC1YxhjwgksgNJCtBM9M0sRlGPnr+Ae1uRL/yiGffv+WHy0tcA9WUFDKlLTRvBOgXyKqYrhATTQ3WmSwDKg1RoXmFtYL0hiy2nuEHfk5FB4kGa0CTETHwTIsQLeABQkroeYbi1tdImHeOpHQ3+24MAi0ICcHMqaJsxF/V9yBOc+EsECYG6a7S0M0EfUCkEKRzVsW7m/WndX7qGpzkiafjFhkOzBrY+oa2HLgj4cd+w686EM95RWbWXY1dEImEZN2/RRQl4DX2Yk0iRJjLSD6P0sZ49msxQaJhYWSd+7gv1kZdEi0KVowxBqIEdrKyy4FonWMiy4Y0ZqwUfHBIka2P5G1EQsU0MFCwUdjmzZnENVMLPV9qGKmroA5FG0ttPQWdDdtxgesDx/WS1oTRnbkVWthw0oUk0nNBQiKG1h/8MVO8kltjUuFeHYk7gjsPxVj9nA+yQsIIkqmh9CRrT32iY85RE6M4UzPMHQ9+VuB478TV2AwjjYK3jOOoT5BGVOGxRRY31M8Om6G7E89NqK40hyUIVgqXqa8QQkiQlHye8KxK30f7Tx1M/387Ijv2/hjffUjTQIhbwvIChkggUCik0Cd70UdUDakrUgzdbpGdE9RRqT3D2vyc8RIJGcI04oMT69q9TlvuhEoapnvMGtkHWm14FXKCsjoW+qom13tSHrGgDDR0HUgpo6EiASQpmzhwcf11TvV9TANXQ2RKK9vxCyRpne/W7nCOxPgGdS2MUqitm4rldM3nHv0jbEf40jd+lh883KFWGMrM3VSoDNT5oU+xlhnf3+CnO2LeMVw+oZQFFaFOd2gE2byOr5VgC6VtQRpVK+n8rJBG1E9I2RAlobYgcYe4Y7ZgywEPjswrWULHe5nwq8eksELdgVVUn6HbR6BKkEsIK6EcaMNFt6ofnTY1ZJ7wNCJ5wObniCQ872G4AGvIUrAxAgVOJ+Lu+icNy0/tDATG+AjddjVSzCOtHDoHJBZWMbImEpXgETUDUQJgZxWQGGjoknxtgPSpZld0GkbPczIRQkto6Otw8z69zmRaVawJKSlWHE2JIEKy0qecsftOSQnEYYMyoaRuipoGLmXfbT80EFIlhIhsHpMdCiutTt3uKT+iaCOVlUUX1rawyVuG7Y7tCE+/esHL76wstqLi1DLjYaTWieARsb7GM3GiKGNMqLX+NVXvBrTnP0+qrNqfXW9O9y/uJn6mhsXOS1VzSI5owL1gVc71PZCle/OYKpZHMqWrpLyivqAygvaLqUv3umrehTcuAQ1KaGfCfQBrICHgISAxgnWKhUsguGIi5E8xTPmn7s3x3XuQtHDQiDdjExZMDT+vOxKRJgvuQsZ6MfdIdSNKJdjAqu0cCd9zMhY3BgKhNHYxd7l2SJzMuKhdSeEWuFLlJjZWXRCHTRTG6ITcZXANY1ljz/6xmQu2OIW5LKSU8ApzrUgNrF4Zt3uQRtARZSIrJImIbrAccReOpjAo25hIEjohd4EWjOPLCyxM5FBJGjk1wXSg0ghEXDsfxg2qJdSdog3IxOS8to28psZK5wDVmDjOlaMFVGAroFK5CoFRBNPAMgi6GC1UpCp5SFSvzGtgMwhZhXtT1hFmXbhy4eSRWJwlX2KLUT3wHXWWqMzWnXJfM2MUxWNgZxFzYy+R0XsURBMFT0yxkcjE0LgMAZHEZ3lHZbWwyIeQDCkrIRW0zoh3ubHISLN7qgsShk549YxnAS/gG9TWnrRc7mF7RfFCsIgvBQkZWxsyPsK80XKiTRWXSMgrOUa8nQgfrxrDQBpHTBWNhtZIsIgtD6ybR9DuQZVxuKSg3D+spLDh7v4d8vAUT5V57i+mu+OzTtxlwcK2P7PyEkF5vNkQ6Xin3PP96T3+8fbneJgOZG3MLVJqRFNAWwPZ4hKQ/QVBQMc9a1sIa18FNTE210+BhlajbStwRTo+oMHRMWCasbiQZEPwgIx7LA/4QdG4IlWJEgh27ByF7Q5ZFGUl7EZ8fYF5RuKGWJx1+0V4uIO8ResdjCCMaFvxWmHyTrZPF/gyoZsdse3QzZa4HhDZYpuIhg0hGDBgjwa0fHo32p/0meeFVtZuhFidIBPUhkfBW3cRMgrqgkdHAoQWEFFcDCzhXntquBuIUUIjmGCrE3LqfJCWMHE0OK32iVBMfUNGXTreU8AIpNyn4RqsN0hVcFvwYY9TofYsK5PG3ArJFxatbOMFJVdCiaiuML8khgxe8Njre11eYhIY0/gK77rO3OoDnzu9Ra2he6aFhJXSuYdtBSLuocup6dPBpopYxc/WHcNmd5Zdd2MT8kguc3fDFse6hS0xZaIL2XtjoSzgndxuKRJoeANyz6FSU2SEoAuNSDjX9zXvcOnEYq8OoXYuZ+jZVO4Vt0Dk45yqRBDDiARVRCIWCtUyOTQgIgYtf3p4+6lrcLqEs75aS6ieZcdneZmbE82x1PkfZhUYX/37pVWagLmxWGJvge3WoCnmzmoNFfDas5QOTdn2EQ/PtXGRA/tW2Cfrtzt1QuhJwiJO8oG1NvIwYNWBjFuAVUnRiXKBUhmGoZN0tWAibDLsUwRr5E1fM7TWbwnNE8eldOKlKCaNDyfnuFRcnPu6py6NhlNbJ3o1NdCezu3S/QADikjCOFLWK/6ozkTNzA2aBKp3o8EUI7XCHDqpr0noL0kiy6mSQ39BpTiiFVwFC8qhOD70VFlJietNYiiF6MqSGxeaMDHmNpM3Ay7GWPtLWTdAcyaDl/QQyFHgJJEZI3HODqiN+2osgJ2J5R+POD+Lp4UNmZlWz1+/S0+ePnO1ghneBB83mBmh9lH1Jx9gwZL0vWG+JsyOX3bSPO5Eb2iAusyE7YhNK5Eu6a6z4mnEy0Of2EhC5oLWoeN9daoMWJ2x/RVjLZC3uCrH+QTB2Mhj3AtxuAYUbYVqyj4GtknwVtjvRmZbqO1c0Czx/v2ROGyJVtlL4fs/+h7vvvfHeAucbOU0rTQCVipBBuR4S9s96rVBQFQJ83N89xibf0TwL3MsHxCWoXPhxDF5QdCKxxt6Da6IGqs7Pt0zjlCO7xHTFfpwIG2uUAVfgNyQ5YG2HRDf4nEkbr4Ex3tMoG1W0IUhBdryIX75GqEeCC1i4xbbZFgnJIz/b3vn0itJkmPnj6SZR8R9VFZWdamnIUjaaKON/v9vELQUIGAGmJ6BpAG6qyof9xXhbkZSC3pVA1qr0I3b/q0zcTPjWpjTycNzmP4JFi1PkOUedOK2IfZI3j6Dn4nISmx/5+c9tGE5ftVnZCbSS4NT573GsVh9BhL1wvYLEhtTqGIHRbI69JF1V8h0QmB4YNqYMTDJOu+3DWtGZOlLLBrowGfD2ZBZ573FSqhiu8OuZvI6NtKES14qNLWdGSTuN0Ya9wpmF1ImZvckyfCBhBGivK2vZUkSSljy08+v/LeXfyKG8pZB3G6lR9lVuumJlvplP+/VmWUvUPp24Safy5cmgilJaR6zpLzptaAhEFO5yeQswohAVXCH1gSPcssX9XJ7bolEI1mwZr+Ox71PUo0lYbKWOFwUEQMXwqD26YONUdo9mUgoGYNhiaXX+Cv2GJOM/Tn/2533v7kC5/l6Y50CVjoNbKLeqHli6TaUzjaTHtB04ebObilXxUsmLTqPIlhfkVu5Meri9F0ElpaET5KaNXYRbIE/nAPhjmsEoaXwflmTRlZF2hqLTW7S8NhbhK3jCs1B80YEnFK4bVeaON2MbRW+yspCI6zGCmj5B5wMbg4mgaYwUR4EmkKqcNtWnme9wTsr+EJEJbJGlFBL1dh2nbrGhTUHMZTBZDdvxp3SNmz7lyicizY2H+Te7wqBbdtQM25e66/WDUPZXJEB1znBk6+5IVpZWNMEeRNupriU1uISwqtEmUitwpXk18bpLA1VwxE3btkYklyl02ziIZylhMvwftfE2b4wtoBTQz0Jf0H0VCubAo6X4ZxHrWxGI2SgEQSNbLWSKWk1YjkF8vyG6oI2JyTpCdmDWK/1EPD9suqCtA7t9wxxQpNwYL2SOGL3aDuRWV4uvm+ZiJUNffjGNZ7gluhJ8NsrmTfsdMeLLrx8+YTd/cCX7SsxAzQxu2DnRl6rizSBJ5SUjdbKZuHpbTDebnD/He31M/PhD/j9d0Ai1zdkvhDLI3H3PRmG9n8g5kqgmK51aUtlWKF78b5dESa2/IBvP0M609cKyHz9CVkWfLsSpzv08RsiBpmV+RVzq02f9UdEKQ3T9obeLmx9g8vva2Sld7gFjCeQC9JKRoleIBVRIecr3AzJBzLfQO9gmZUMvzwg2xPZ3++aeIwrvmsvflEahQiSWp8tiaaSkVXs7MnuuWvCXHRPoi6flcyAIYhoyRNU67wbxL6RRtQ92k+KckKoezE0Me9kDuoHCGqQGKTWzw9HWm0WeSZrvtboacLqVZCKdt4kyXFFpaPyhnu5oJoa1svmRKyeNdOdPHXa1UmdZdg3HaxDlJZGpD4L2Y1RU6WsQbSj0UlWYiimlXEmlMMwooTvL0vidOkM8dpUxQgBpqOiODX2swaRvfRNEyInOqWiIfb7HQvsJsyeRGrplRIgEK2XMNVRmiag7Ybdc/eBsqhoEvYNL1AGlJdW/B0VOCKJLbWKOrbJlwmrTpo7zI2HXn4VKo7n5C50f/xlhTTmXuDIoDVl0JlLIjMIP1Wl6sEQ4S4AAtXG4hsujetT8HCqjo/J5IpiZmwpDK9DODaIHJxicmmd3JKejSbOQq2Pqw8uDS4qqJVhk0SizZDc6ApNOyNWphhdqggZ4bVKN6u19+23F1YfTBEWFZx7Xq5vuCQmS71xquBpiAO54ggrwhYb3oRTGkOcu+XEY6+1v4cQXr1z86QLTO/ctHG/rYQZ3ZSXcGQ6Uxs3LV+EDSmHYt/nuW4ocO+BnBNzx0WYkQRLPZQb3EKrwM8EtBJlM5mmNXKIoIlyDudG3UtPBGCs77djX4GCJyMN8rahOZDFmOsb4aMMs/r3ZAtyrAh13pWswmMtoy3xZ/T+A5mNvH+A62DOOu8+X1CdeJwrWkNPSLxBnOH1Ce+PyLhiMsvqsSviDV+vtOVCjCdiJutwdFnICSodspFz1motE12URR7R9shIRy4/oGb4cFoKnB/hy4+EfsCWXm/xs+JD1gwu0/j3//m/cv3X/8HPcubRjPWH/8j86d9oPslv/oDnE9nvkXaBbeL+M6mPYI7NL6W7kHskX9nuP9LahZ5BO9+TN2ekYMu3ZL9Cv2N524h+V0JfFHn5Ec4f0FYO0LJdSduI/AbS62Eop/IQeVhgJjK+Qj+hXmOFPH2o341Xl7niIHaxvC2lIf7yBN88wNMTnKIesG/P9XBl/SueyN8WkcT2pQOfk1I4VXCwZOLROantmsoSyv9yv0dEFaRRrrnSKpnbJdEI5myI1suuCbvvUeAY4k4guF+JPSTTpNaiRRqpEx9CV8e1tobmSFrr5EZZA3ju71qNyFHBkgZNLgwGGlLn3ScNqXXDsda/Z39HixxoGDo3gsbj979n/fyZkMmitQ18e6tAWTMr24J9eTtDyDlq2SOAthGS6DREnKkXpPc671kFnkdgFkgsZeHhg6Ahqog75P4Za5IiEIJI7vYcTkp1cURBlrJQUSlhsMiyR4uUuUikUY0IrRFjlKmtEkhILeYkpMguQA4cZf6GSTx/cwXOv66ODEOWRndHe6Olo63R2m69nRuWVrlIWeZEuGFLgkDzrCp4Jmb1JrCmM7XWxUVgbPD5BB6Nb3b3xebQNfnK5CIlbltCCXf0lJyZxBiYBrc8c4nGNieXdE7NMTOWhxNdVr47gapyOhu6XJmvkz+G0CPQmejlngsbl3bH4hvzpXPWxnI1Xr9JPn8ehH5l+8fOP6Uw+kSmcL5TdJ4YBC8qPG81nnrtifVG23q9IYng0miz8SVWUhZawp9uo0TGkigVt7DKgqeXIEw6GHxZnWkT2oXhk20EM43HBsaeFt6Dx0jesuGuyBRG1ujpRSFm8lmcl1mmjRD0Ek0hqdWK90FLY1NBY1BtZ0dbJ7JC37aYf+VT+Rvy+gwJevpIzIHfPVR3oDXi/MDiELKSq5J8Rtr3zLHRpdUlpHXetT/i6xvWH8gt8XRUP6HjzLRBjhOtl1mZTsebE36rt0a+kItDrmjcEwFxB3pztpc/VqqwfoDssE16rPiY5P0j8c0DpzDu7pXMxuksnC7C9ekrP3FXlu3zEeMeO33l29//F3R+4e3LyofTHePlQn5n/PnPP/JpfuL63/+RP719YvTJ4CP2uLDpt3Tf2J6fEVHy+kaKERdD1wcm5YYdy/dYdGT7irePSCj68glPwSVZ+wnLBRVIMXJM/PwAgH/5jJ0Sf/gB5g29PQEdTo9ILoCQecW8ITFxb/B2Q3tHW2OOVyIu5GnA5nB9AaJu2EhIhdMj3D4j7QN5BtYvNboKh8vHEiOf72F7/asdx9+ajI1IQbOX8XkzEkUrX5gLEDKI7DRNJDZumZyn4L2qhOZZ0RkklqCRlW3XA2biv4xgenWCNYNhScvqGAorYlS0xmzVuW6CibOGYkStO0sJensG7kaeBM4XWkzs7kTzUznZn414Dr7EWlOFmZz6Pd6U0/JA5mS9JvfSyO0Of1h5+/KVkCf4n85z3hh9EgF6WZiutJxsPpAYlcWnQlqrcX+Wv1LMXp5nuhHeQCeyrXgKSLJlmVmaay1kSyJVcTCH02wQciJy0mZtvopoddSkFj00hNbBvdzrLeuFdEutjrMOwsGs7ndSICpb0AGNKqC8KZoTQ8lwUhuqjTkT4be73//mCpw/rgvaJw8mXLJT1p/Ch5YIJz77lSdpXLOxRQX6QWOI8bAZWyTNkjU2MqI8PFyIMFgecB0Qg96hodyJsGWjiyHL5HELWtwIEbALM4U5FLXgyuSVDgHPmnyvgsSVLU8sE9ggrknPCyb1oLaWnLITMflWlTdxundUyiFV+mDOQRNYY8H8CX4yWM5YfIc1mOIMlA9n52NXrtyY0biT5K5NYjE2nJyj3g610sR/HsKDbGRT3sYoEyoFsrKeXhJuJDMV2+27Q2rFsDXFtTNIutaGmpFAsu5jPRvCVxFO01ALtpasPrHsvEUwZeAOlpNTNObiXFxQa1wssCxTxPqzSzmIZnDLxusUugrXjP13/D5xPUPE3jU5w9WBhpmR4wTbz8x2B70R/gOxvQAwmoFcwIPZE7YrhEGs5X3Ojbz8JyavECdiqfa9aEfyG+zScV7QEaTdYEJcOroCW6ChsDit1yBBNZmLEbefuep39IVaYX2ePKfzei1zLyTJ/Eym033lzTY0GsInyMbn9i/4+jNN4M/994z1j/CzwfIBiUc+tRX9ZsHCWW3lvj/SX/+Z2b5H8hnmJLths7YYgeqc2A1e32g0fFlgfcKs9HukMOeGBYR/xVXRjHIMXp9h25BTJ/oFyCqi+iOMK5IbJeB4hujk0nE/w2lA3Mh8JfmALkrkCl+u6DKItcN3F+zrG/7hETDEXzG9Z24r3P0e5AXLwJ+uwGv9e/wF3vN5n2V7ME9BR2CUO4oZuJzIXPeQxsmWWaNahK2V5UUIYOBr6TlE60Fq6rgtSNR69zRo0WoNOZUlYWtK35LUlUzD48wSNWppQIbRy6AXxKtQiOANYbGADeb2zIYi1w3Jr2BCpsIImhlXHUgqb/JjGd41qqMjcM0zw2/w1ch2QkN5vryCOBbJhrI0o8Wt/JSQ6vzZgkpgo1odYlW0hXj5i6WRUuOkCEWyxkuKk54VgplVtIkEkYGpkNKQXzouVuM8kdpAEy9DPmUytgW10gKFVKZU08nUiYSxsNWf6V7xMKKEVo6Y0BgGhJLaautKlro7oiQK62943v/mCpw7TSw7y3WiWl2GRSY3hwtXzjr5zoSPvvJV9hj3TFSF4bWzLwmPKKtOrhjZ4DU6X/2VNaFphX7dAWecbk6PIMYkU7j35B6lxco5G9IHtk1MlcGg554qqw4KKZOuWR0gq5U5oMyRtNyG71RrVToE1Rs5K5isd2PSSA2aPHHphsbksrxVFyYG21h42wVZ1+H19t4HF114W5XNhSuTLsZpr4dFajVb1LEIPi6Cu7CJMAW+sWSJsta+5u5LM5WrKTeB51AyrQyistbYmwio0rLayqGQarjWmn4EqJYwO6RxTyBWm2NK1sqtOrd03jx59ROb1MbPbc/K+miKZuIKwVbxEe9Zg5MT63f406fSG6BY3Bg36PmGt2qL2+0TwdiDNUvDNeafa5VVQOKO6NvuYQFwIW8/10z/9LEMJ3Uh48rsz7Q1kPip/JukAlz97YUWnS0n+vyG2qW6fZR2S2QvKOQrYPThZGuUuc1ENmGyQlxZ8oxeGlNOLK+fCYWRK6IPdLkjE/rtE+f7R0Ini026LazzrRxSXzfSV+btn5F+j8ZP9Lvfs71+wuKOaOVntQxlyl/Oe1qrUfX5njaTmSeybXRVXBT1R8IGxIbGGZbGbG/VYZETGlcSQbYbuVzK1XZ9RnwhLYimqD8hcy+e2on0LO2BGzyeiHlFHsoIzh864jfEGpmPzPwEovD0fxAz/OEBHu7h9obcPpHtxHvWnKVCN0XWxFugqqiUp02PgUuQ1rAAlYqhlsyKBtOgRyIO2Q00yaiwSNwqOyyVMKVFECmgEBb0qL+bKuhoYEJ4PTf4Jf9KBJ81rrH9rgKlS4VD2q4Jkl9EsVmjNgjaqaFihFQmk6QwJMsJWauISxHu+iOhTreOZaV2R5x+depnuxHWUAZNOjMDDSdl4tJ/0V7/et6JWtV2adhMNgUMllCmCJmCUPYImoLsWQ+u1P0u5S0nu04J0SrYZM8VRLBWomwnq6D0RGXPowKmdkyzzrslFoLmIP3EtFEbaqyoGBMlM9AmCLuNSv4drYnfwjlTd3QXuGNyh9AksHTWqVzn4E8q9Oh41sjk64CXXOogSvAfFP5Bztyps80ooRq1qy8eOMGnqNU128VoPTvnpqwRPElwmoZYsmyNE50zgckE6VyZPNDRjPpyRBJTuFGJq5bBvSSShokxM9GRZcMdRjnKKMMT68qMXXQ1gaxZ52JVfd98K98BOj0b3iYWC2kbG9Cs8wEjVPAMrlO5epBMXkdjU2dJ5VydS9wHT3S6BasLm3TmTN5ksI5W+Ujpta0Q5ZFgCIvALaJMt5uiUgZZayYXD7oKPWGQLERNoLLMCSUDpTNCEFVOFjzoFaKxSbJqHXyZ8KReabX7Qsn7fZ8F5ko5T/zFYCtlUJP3KCHBvBJyKrv0WcnKW6y1Oq1KaiAWKI9kf0PGqkpPIwAAC8BJREFUwH2j9Vu9La2vpLyWtEMW8LUuTmkIF9wEi4n54KYlEMz2DSW2CWacQDc0z2gG4jdcg4EQspFe572lYf1EjPLliOtrJRXrUkGBcSOuN+zunthubA7n7ITPcrOWa4ken7+W98fdB8IXsk301mD9wrbb0sNCUyFsoNkZOVENYtuY5rW6S0d4g9sbg470hvgbYd+Wi+r2Z7Q90ObbHjPi9XlrEv2MpcDtCRCyQZ4+QE6inWi32z5+ChgrzJKuBg2WUwV7yoLNURtwBFy/lolgD6zdV0TLTXC+QNhucz+g/81dy///iGCoYuzjkACTXgsTlNNuxiTUieg0cUyEbSRhWaGnWpICy151aQQznU65I2fkbrcywBtG1nmfCl2Zkvt5hSvJktTYTATRyeRMaD2YNXctyhRiCtGdlDrvomAYgUFmdZyEcmMm6Vl7UE1bdRF3HVH924JmTriWts5qkcOlRk3qjdGcMYJmHeiYBRHlAzTEUS8Ny9AqzlKEMsvf2Oi/6psiy38mdWBpGF7LOrJbJWsSCC1LtC1IpYrLX/Q4LXf/Gti7tIKV6XP9eahnaXitutMQ81J7a9JQMiqx3DX2TlNNtOQ3vOD/Br9JNV55YZLaGFHhXT/VDhWP1EP1GkaG7CvGyRTjDae7Iqn8S8C/7QcmMsksHU5aBX2B7B967mObhkryJSaSsEjHciLAQnASo03jpJ2Zk8nCWeDBghGdxxRWCdrm3Kdxzo1PXYioVeyg5v5bwn0/oX5jocS5jw/JkuUOKbav96G4rygXmnWGGOuciO75UbawXitpXQneYsJIzrKAJR+tsTk0nYQ1ZgYxIKzWjzdPJBuvGYRM1qzisqUCjY2tOjTs6a8BawQNGLlnRGltRZ1t1/xEMDKqLSmO7z5BWwhOJTiPAPPgx6iDf0khfMWs1wVPcJ/KN7kxMSI3Xn/Lb8BfHUV8kHnbt206JicihGSFuABOGoiDm+F5Be4hr1RQmpC5AANpD0RP0CvTO8gJuO0XjULuBlwshCTECzikfCByq5Z420jvuArBBfSFNk5MwPsZYSXzAjYgHRtnmD8yzvfk+gp2YgOkLZCT1u6JcSPoLFtFUtDv6PlEbk91KT7c/3reefhdbX68/IjYI/P2gpw/cl2h9ztkDFJXGFdifoTTirVHNCfzVB0AiQnrBFtxO1XOV95DvqDbCx4rSNlWZnuEp8/wwYjY9vUPJ/YCPNsC17dyel4qQsCXM7rewCfRLrWuf/l34D/XQ0OMzDf8dqt1SO0lMBk3WFfcOvuBRzYjbcA0YIC9X5ExaAX16sC8lW2oCAwjdFSLh0C81Vh0JptVJz8k9k6cwKy7iJ67EemeYTcC2bfKLaXE7woDIWV3Rktos1VhMGvTrTrRJQwXuaEjmdTGlokQLlX5UyGVnruhZszy4gF07l2lXrlQQ4PTLZmX/f8tex5TOGC/nve0xhSrhHqEuY3dvyo55R5JnIOgdDfSoLEgOgkP4FReNhEIgafVdjBSZ0wmnjVCzv13wC8bUlr3O/szMnYBcwBojWvJ6uRoBpB41ktVRCdsYkiJtWOrYmp/blJlEz7/cr8niUZjem1yJaWN/a34mytwthz1xg+M4byK8WcGTRoT4SvGkolb8L0J56gvyNcMLMA19zDISi+9+OCsjTdxNuqNoSO7CLe+BE0FCCzhThfOUinZX5vQbsGw8x48Bi+jzJdSf7GZNlImd8C9wJrKqwhDOn1W9euNfY2uNrLWmKh0VuDahE+3Cbpwi8l4npzF+WjBt/0DkclwuCzGvSm+//wYGylKT2Eqe0tVyvwqlTffuIVClnj3GsbY57Pp1ZV9lTqcKyWiO1sjdPKoCzqs5q1Snj1oldoWyszJndaq4EpwizJSJHXPcpHaZqMco4Vg0OhZK6ET6OKsqVxNULnUQwV4mxsvmbXNE4oBL/Ebyuz/ymj1aYqxoS0Z8xXaPZmKnju5XsEMtSwTODkh+kLub0c1GyylUqw/QtyDbntBcwOp31W9LQlBRQfgA+x3iAqMK/nt9/D1Rzx/QFoQvcN1xUzwZaWPM3MOsPPuZ132DbNNWv9YG1VaQZWatZmUeiJ9T5UH8iLEmLQm3PSC+wZzZfn6QrYP9ca4rdhpQR7+gG+KxA1/+0yKMtaVbo2hjVM80NpgpsL1Jzyr8yj7BWp0JBfMIaYz+BFxqa0SfSDjivoz1j+yLorMNzg9lMeK9BK/5gLzE3n/ULlqBDFfYOzai8vDbhS6oTyTasSc0E6wbfB4D4C8fiFPDU6C2AfyF/PK9aUEx+gukAvOv2HL/q9Ni1H6RsqDpatUSKUGKdV996jOXIvKZJIUzOrB+8v9LlYdAd9qbGTpTBVYakQiUn5hlkKG0qicPBOpTl+rF2UdydCltFBhRCiL1Pi910kmcuIiu22eMkPoLYlR3Q9E0Qi01wtf+sTFIGFdIGfUd2hO1qiieomV5IJxZc6yKBFrdd4l8TlIUdZsNA0iWuXziTNTCV3JELB9BTzL/gQt357M3KN1StdY47SGUinng4rhMdlXx1VwdcwN1GtsJVpePNWegah/W9NdnyNeGXoiu6i4xo0ToUvirqglbf/uQzngwyQsmfv9/rD9HWlwFlEEpYlyKyslzqpMVU4BqybXXe/xv9nj1glElzKIYpY5GYNXj6pAZ+59sIoNmASmRt/bko2JZXJuwn06T9N5ssCHsvSGtmQbDbeNx1azywhYbX+o0FhxvkvhFEHTwb44CyrILCOli9RPX2cyTDiToIGmkX5jSbh0gBNfSf7XbXIyIzdnboLkxKx8UdI7Ec46B+fe6aE0fHflhA9Lh9WZYZiVUI8GLYQh5W8jYmy5YqFsFlxd6cvCywy8CZfZq3gy2CLZQtgkiYCXgC2CcxdCO69Zo6zhyrUHZxrhyRXjMoOXBdSVieCZ3DfjB0+uGWySjN274ZzGpo6mMmx3P3q/9c3uYWHQzmTcCHY/DFPITkyByz1t25jtUp6W40ou3/76doacIFfi9gXOH2C9ga+QJ2r4tWtlaEi7kOOp/u7yCL6h87nyxJ4DaR+Rh46sScQL2RTPB8Qbm97QfoeMV9Ab6Q3NBF4INUSV2ja6J/KFzMdShI0Jy6zCg6Bh+LhVK14acv4dE2fOZ0wvyPhC9N/hP/0JW05weigNw1zJ9St+dyGvKxOHBtk/IKdH5OUzKXdorqS1+j+vk2gdvdsN+65/BruQ/orKBT+dmG+vyNKweWLmQO4uVYDcVljqMmfe0Oj4YrD8DphobsSEOC1wtooNoMPLDb4/wzbQdiG2V/LhW/oGg0m6w+0LADKMPNfLQRnDCL/hUslfnamKpdZDsn6DsJ+dzCQ2QU+D7sJNvLokQEjFeQuzNEw4N1GsV1dh7BYU1bWJWm9mb8ZJbVtZczwbbQZbH9gUpDW6VvEkWosWMwV1Ye3VbZa98MzdG8e0LBpk3/32AJDyZJIgf3mcZ+ICDSPmIDXqRdSU8GTGDRdFMpjbxDNQA8m2azediElIY5aTXnkeCijLblpj0BKbFYVTVjNZ4ye1Gvelkp5YBN4aI50mZTgxtcTMSVaXSqO8sCSRmEyx/eOuInOGMq0WPzKAMMyFeRqIN0yijP+ksWhyy8BSiKzPpKO4/D/3+2943uU9BxkeHBwcHBwc/H3yfnuhBwcHBwcHB3+3HAXOwcHBwcHBwbvjKHAODg4ODg4O3h1HgXNwcHBwcHDw7jgKnIODg4ODg4N3x1HgHBwcHBwcHLw7jgLn4ODg4ODg4N1xFDgHBwcHBwcH746jwDk4ODg4ODh4dxwFzsHBwcHBwcG74yhwDg4ODg4ODt4dR4FzcHBwcHBw8O44CpyDg4ODg4ODd8dR4BwcHBwcHBy8O44C5+Dg4ODg4ODdcRQ4BwcHBwcHB++Oo8A5ODg4ODg4eHccBc7BwcHBwcHBu+MocA4ODg4ODg7eHUeBc3BwcHBwcPDuOAqcg4ODg4ODg3fHUeAcHBwcHBwcvDuOAufg4ODg4ODg3fF/AR/fk1bxYZ2UAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(3, figsize=(8, 4))\n",
    "\n",
    "pl.subplot(2, 3, 1)\n",
    "pl.imshow(I1)\n",
    "pl.axis('off')\n",
    "pl.title('Image 1')\n",
    "\n",
    "pl.subplot(2, 3, 2)\n",
    "pl.imshow(I1t)\n",
    "pl.axis('off')\n",
    "pl.title('Image 1 Adapt')\n",
    "\n",
    "pl.subplot(2, 3, 3)\n",
    "pl.imshow(I1te)\n",
    "pl.axis('off')\n",
    "pl.title('Image 1 Adapt (reg)')\n",
    "\n",
    "pl.subplot(2, 3, 4)\n",
    "pl.imshow(I2)\n",
    "pl.axis('off')\n",
    "pl.title('Image 2')\n",
    "\n",
    "pl.subplot(2, 3, 5)\n",
    "pl.imshow(I2t)\n",
    "pl.axis('off')\n",
    "pl.title('Image 2 Adapt')\n",
    "\n",
    "pl.subplot(2, 3, 6)\n",
    "pl.imshow(I2te)\n",
    "pl.axis('off')\n",
    "pl.title('Image 2 Adapt (reg)')\n",
    "pl.tight_layout()\n",
    "\n",
    "pl.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
